{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import gym\n",
    "import sys\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "from collections import defaultdict\n",
    "from matplotlib import pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "\n",
    "%matplotlib inline\n",
    "matplotlib.style.use(\"ggplot\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_value_function(V, title):\n",
    "    \"\"\"\n",
    "    Plots the value function as a surface plot.\n",
    "    \"\"\"\n",
    "    min_x = min(k[0] for k in V.keys())\n",
    "    max_x = max(k[0] for k in V.keys())\n",
    "    min_y = min(k[1] for k in V.keys())\n",
    "    max_y = max(k[1] for k in V.keys())\n",
    "\n",
    "    x_range = np.arange(min_x, max_x + 1)\n",
    "    y_range = np.arange(min_y, max_y + 1)\n",
    "    X, Y = np.meshgrid(x_range, y_range)\n",
    "\n",
    "    Z_noace = np.apply_along_axis(lambda _: V[(_[0], _[1], False)], 2, np.dstack([X, Y]))\n",
    "    Z_ace = np.apply_along_axis(lambda _: V[(_[0], _[1], True)], 2, np.dstack([X, Y]))\n",
    "    \n",
    "    def plot_surface(X, Y, Z, title=None):\n",
    "        fig = plt.figure(figsize=(20, 10), facecolor='white')\n",
    "\n",
    "        ax = fig.add_subplot(111, projection='3d')\n",
    "        surf = ax.plot_surface(X, Y, Z, rstride=1, cstride=1,\n",
    "                               cmap=matplotlib.cm.coolwarm, vmin=-1.0, vmax=1.0)\n",
    "        ax.set_xlabel('Player sum')\n",
    "        ax.set_ylabel('Dealer showing')\n",
    "        ax.set_zlabel('Value')\n",
    "        if title: ax.set_title(title)\n",
    "        ax.view_init(ax.elev, -120)\n",
    "        ax.set_facecolor(\"white\")\n",
    "        fig.colorbar(surf)\n",
    "        plt.show()\n",
    "\n",
    "    plot_surface(X, Y, Z_noace, \"(No Usable Ace)\")\n",
    "    plot_surface(X, Y, Z_ace, \"(Usable Ace)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "env = gym.make(\"Blackjack-v0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_random_policy(nA):\n",
    "\n",
    "    A = np.ones(nA, dtype=float) / nA\n",
    "    def policy_fn(observation):\n",
    "        return A\n",
    "    return policy_fn\n",
    "\n",
    "def create_greedy_policy(Q):\n",
    "    \n",
    "    def policy_fn(state):\n",
    "        A = np.zeros_like(Q[state], dtype=float)\n",
    "        best_action = np.argmax(Q[state])\n",
    "        A[best_action] = 1.0\n",
    "        return A\n",
    "    return policy_fn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mc_control_importance_sampling(env, num_episodes, behavior_policy, discount_factor=1.0):\n",
    "    Q = defaultdict(lambda: np.zeros(env.action_space.n))\n",
    "    C = defaultdict(lambda: np.zeros(env.action_space.n))\n",
    "    \n",
    "    # Our greedily policy we want to learn\n",
    "    target_policy = create_greedy_policy(Q)\n",
    "        \n",
    "    for i_episode in range(1, num_episodes + 1):\n",
    "        if i_episode % 1000 == 0:\n",
    "            print(\"\\rEpisode {}/{}.\".format(i_episode, num_episodes), end=\"\")\n",
    "            sys.stdout.flush()\n",
    "\n",
    "        # An episode is an array of (state, action, reward) tuples\n",
    "        episode = []\n",
    "        state = env.reset()\n",
    "        for t in range(100):\n",
    "            # Sample an action from our policy\n",
    "            probs = behavior_policy(state)\n",
    "            action = np.random.choice(np.arange(len(probs)), p=probs)\n",
    "            next_state, reward, done, _ = env.step(action)\n",
    "            episode.append((state, action, reward))\n",
    "            if done:\n",
    "                break\n",
    "            state = next_state\n",
    "        \n",
    "        # Sum of discounted returns\n",
    "        G = 0.0\n",
    "        # The importance sampling ratio (the weights of the returns)\n",
    "        W = 1.0\n",
    "        # For each step in the episode, backwards\n",
    "        for t in range(len(episode))[::-1]:\n",
    "            state, action, reward = episode[t]\n",
    "            # Update the total reward since step t\n",
    "            G = discount_factor * G + reward\n",
    "            # Update weighted importance sampling formula denominator\n",
    "            C[state][action] += W\n",
    "            # Update the action-value function using the incremental update formula (5.7)\n",
    "            # This also improves our target policy which holds a reference to Q\n",
    "            Q[state][action] += (W / C[state][action]) * (G - Q[state][action])\n",
    "            # If the action taken by the behavior policy is not the action \n",
    "            # taken by the target policy the probability will be 0 and we can break\n",
    "            if action !=  np.argmax(target_policy(state)):\n",
    "                break\n",
    "            W = W * 1./behavior_policy(state)[action]\n",
    "        \n",
    "    return Q, target_policy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 500000/500000."
     ]
    }
   ],
   "source": [
    "random_policy = create_random_policy(env.action_space.n)\n",
    "Q, policy = mc_control_importance_sampling(env, num_episodes=500000, behavior_policy=random_policy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1456bf60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ZAA6HA7FYLPkYUSrWJSAiqlwsSJgZgwNERGQZqVkAiqIkO/6VUAuAKhPrEhARkVUwOEBERBVlfBaAqqoAwFoAlJVi1S1gXQIiosogGLzNiMEBIiIqS8wCMB7/NsXHugRERFSpGBwgIiLTZJMFkOnuPztalKtSfmZYl4CIqDyx5kBmDA4QEVHRJe74K4qSnBKQWQBkF6xLQERElYDBASIiMkS6LIDEY8wCKB/FGnNfCpX+OWFdAiIi8zFzIDMGB4iIKCfpsgASwwASzzMLgCgz1iUgIqJyxOAAERFNkCkLIHUYQFVVFaLRKLMAqGBK9xFINbUQNXW2+vywLgERUekxcyAzBgeIiGws2ywADgegYlH7gwje+9XRX2QZUm09pPoGyHV+SHUNkOr9kOr8kOsbgJo6aM0tkDxecxtdBKxLQEREZmNwgIjI4qbKAkiVa+dfCFHRY9jJfPE9O87+oqrQ+nqh9fVCybB8PwDh9kD2ByDX+SH7A6PBA38Acr0fcn0A8pnggnBU3mUO6xIQERWXYNA1o8o7axIRUVqTZQEkOvDpsgCIzBTbvWPqhcbRoxEoJ7qhnOjOvJAQkKprIdc3QJq5AN7l58K/+pICWlparEtARESlxuAAEVEFmSwLILUQIFD8YoDMGCAjxPa8X5wV6zq0oQHoDjdCz/1f6M/8CqfntsP/iU+h9pIPQ8hycbZrMNYlICIyliTz2JkJgwNERGVosgBApiwAdhRoKuX2GVFP90ALni7a+nUhEA8r0ONxAEDk4H4c/8F3cPrnj6Hh2k+ibv0VkFyuom3faIn3T5ZlxGIxCCHgcDhYl4CIqEJt3boVjz76KDRNw/r163HttdeOef6xxx7Djh2jGXaxWAwDAwN47LHHAACf/vSnMWvWLABAY2Mjbr/99oLbw+AAEZFJpsoCANLXACi3Dh5RvmJ7ch9SkAuppR3RLVsmPB4/cRw9//+DOP2Lx9Fw9XWov+pqyL6qoralGDRNQywWY10CIqIKpGkaHnnkEXzta19DIBDAnXfeic7OTrS1tSWXufnmm5P/f+GFF3Dw4MHk7y6XC//wD/9gaJsYHCAiKjJmARCdJYSAJEmQJAmhfR8Ubzv+6Qi9P/mQBbW/D6cefwS9T/0C9Vd8DA3XXA9Hvb9obTIa6xIQEeWuXKYy3LdvH5qbm9HU1AQAWLNmDTZv3jwmOJDqzTffxKc+9amitonBASIiA6TLAkhcnMfPpDRbMQuAsxVQJokAQOoPcLZwpqZpiHywvSjbHh1OoCaHE0xFGx5G8Kkn0Pfs06i77HI0fOJTcDXPKErbioF1CYiIytMdd9yR/P+GDRuwYcOG5O/BYBCBQCD5eyAQwN69e9Ou59SpUzh58iSWLVuWfCwej+OOO+6ALMu45pprcMEFFxTcXgYHiIhykEsWQOIOnqqqJrea6CyjgzmZggCJAEBiBo3xU2cqJ7qhDfQZ2pYEkWE4wVT0WAz9Lz6L/t8+j9pLPoyG62+EZ868IrSweFKnQkxkE7AuARHRWaWcyvC+++7L+Fy683GmgO6bb76Jiy66aMyx/Ec/+hEaGhrQ09ODb33rW5g1axaam5sLai+DA0RE46RmASQ6NfnWArDyXTtmDNhH6lCAxE8iayQRAFBVFfF4POvPRbHqDUj+aRiaYjjBlDQNg6+/gsHXX0HVeRcgcP2N8C1dbkwDSyR1yAHrEhARlZ9AIIDe3t7k7729vfD70w9te+utt3DrrbeOeayhoQEA0NTUhI6ODhw6dIjBASKifBW7FgA7z1RpsskCiMfjE7IA8hHfbfwUhroQiEa0rIcTZGP43bcx/O7b8C5ZisD1N6Kq88KK6lyzLgER0VjlUnOgvb0dx48fx8mTJ9HQ0IC33noLf/3Xfz1huWPHjmF4eBgLFy5MPhYKheB2u+F0OjE4OIjdu3fjmmuuKbhNDA4QkaUZmQVAZAWZsgCAqYcCGEXXdcT27jJ8vaJ1PqLvvWf4egEgvGsHuu6+C+7Zc9Fw3adQ+6F1ELJclG1NJZ/AI+sSEBGVF1mWccstt+Cee+6BpmlYt24dZs6ciSeeeALt7e3o7OwEALzxxhtYs2bNmGN1d3c3Hn74YUiSBE3TcO2112YsZJgLofPWFhFVuEQAIJHanE0WQClIkgSXy4VIJFKybZaS2+027C5yufH5fBgZGTG7GQVJBAESqeSJn8RY9NSfUl8KxI8eQt99d0y9YA6EfxpCB44amjUwGWdTMxquuQF1Gz4Kye0uyTYTHA4HFEUpeD26riePi6xLQER2cfjz15ZkO7MffqYk2zESMweIqGKkjm9mFkB54N/WfLkUBPR6vQiHwya3GIjvNbbegC4E4gYPJ5hKvOcEeh7+Xzj9xM/gv/oT8F91DeSqqqJv18jvHOsSEBFRKgYHiKis5JMFUK4BACZmkVGMKghYLt+T2G5jgwPFHE4wFXWgH72/+gUGX3sJNas/hIZrrodcXWNKW/LFugREZCelnK2g0jA4QESmmCwLIPE8swDKm5WDH2btW6YsgNSAWaUP5dA1DfF9xtUbEPWNCBU6O0GB3LPnIvLBTvQe/Vf0Pfs0/BuvHQ0S1NSa2q5csS4BEZG9MThAREWTWgww0bFJzQJwOp3Jx9MFAqzAKvtBximHgoBmUg7vhx4xZmiDLgTiUR16LGbI+vLhWbIUkV1nMyG0kRH0/vLn6Hv2Gfg3XoOGa26AXGtskKAUwavEZzKRwSVJEusSEJEllMtsBeWIwQEiKlghWQCJKqtWZOU76zS1bIYCpH5f7CK2d6dh65JMHE4AAI5p0xE9eCDtc1p4BL1P/h/0PfsM6jdeg4Zrb4Cjtq7ELSwc6xIQEdkHgwNElJWpsgAy1QJI/TcdXlxSpcumIGClDwUwUmy3MUMATB9OIMuQ3B4op05OupgWCSP4q1+g/7lfo/6qj6PhE58sKEhg1jGTdQmIyCpYcyAzBgeIaIxS1gJIXZdVcf+swaiCgHanKwriB/YUvh6YP5zAu7gD4R3bs15ei4QRfOoJ9D3/a/ivPBMkqKsvYguLg3UJiIisi8EBIhsqVhZAPngxSeUktePv8XgmFAS061AAo8QP7gVi0YLXI7W2I7pliwEtyo+nfT7CO/PLWtAjEQSf/jf0vfB/4f/o1aNBgnq/wS0sDdYlIKKKxGvPjBgcILKw8VMCltuMAOxcVbZKfv+mGgoAALFYjEMBDBbfU/gUhqK+EaEdxk6FmAupugbx3l6gwM+/Hokg+Mwv0ffCv6P+oxsRuO7TWQcJyu27x7oERETWwOAAUYVLzQIYHwAodRZAPsqhDWRNhQwFkGWZgYEiiBUYHNAB04cTuGa0ILJ3t2Hr06MR9P36V+h/4VnUX7ERges/DYe/wbD1lxLrEhARVTYGB4gqRGoWgKIoyY5/uWQBEJmFBQErgx6LIX5ob2EraWlHdOtWYxqUB+/S5TnVGciFHoui79+fQv9vnkP9FVeNZhI0BCYslwhwlTPWJSCicsapDDNjcICojFR6FkCuyv0Cl8pHpiwAYGIQgJ+r8hTf/wGgKPmvoC6AkR3GTYOYK+eMVkT2GJcxkMlokODp0SDBR65Cw/WfhjPQWPTtFku6ugSJbAIiIiovDA4QmSCbLACn0wlZlhE7kz5r1SwAK+6TnRSjQGVirHJqFgALAla+QoYUJIcTxE0aTuB0ASjt9vVYDH3PPYP+3z6HusuvQuD6Gy0RJEgd0sO6BERkBk5lmBmDA0RFMj4LQFVVABiTBZDp7n8lZwPkgp07+8pmKEAiCEDWUFC9gZZ2xMwcTrBgEcI7izOcYCp6PI7+536Ngd8+j8ZP34TA1ddBeH2mtMUI44MEiXoErEtARGQ+BgeICpS4o6koSnJKQCNqAdil48yLwcqV+tlOp5CCgGQtWngEypED+b24vtHU4QSeBYtNCwykcjROw8C//xJDL72Axj/9C1Sv+bDZTSpI4tiRyJBL1CVIZBMQERULaw5kxuAAURbSZQFkEwBI/TefbVq948wOoTVkygJIHT7DgoD2Ft+3C8jj/Td7OIFc70fseLcp204lnE44vS7E+2NQY0H0PPhdDL72O0y79X/AOb3Z7OYVjHUJiIjKA4MDRCnSZQGkjm0eHwQodvq/1YMDgD320QrSZQEkggCJ4pkcCkCZxPbkeeffzOEEQsDhb0D04H5ztp+iaukyRHe/P+ax8LZ3cfQrfwn/9Z9B/ceuh7BAR5p1CYioFFhzIDMGB8h2zMgCyLedVPkq7X3MZihAIgCQuGiPmTjnPFWGeD71BuoCGNlp3nACb8dyhHf80bTtJ9uxYCGiGf5+eiyK4P95DKE3X8W0z/1PeBYuKXHrimN8kCBRk4B1CYiIiovBAbKsbLMAyrkIYDm1hawlm4KAdh8KUAnzyVcCbTgEpftwTq/RAcRjoxX7zeCaORvhDwoooGgQua4O2mAQmOJzGDtyCN3f+Apq11+Jhs/+OWRfVYlaWFyp50BFUViXgIgMwZoDmTE4QBVtqiyAVOUcBCBrM6uTyYKAVA5ie3ZM2bmdwMThBMLrhRYOA2dmmDGTt60N0QN7sltY1zH4u+cx/M5/ofFPP1/xBQvHY10CIqLiY3CAKsL4LABJkpIdmkSnphQ1AIhyVYpO91QFAVOHAhjZHgYUKBs5DykweTiBe/Y8RMoga6DqnHMQzaNWg9rfh54Hv4uh119C4y3/A87pTUVonXnGDzlQFAUOh4N1CYgoa8wcyIzBASobk2UBjK/c7/P5EI/Hs5oSkMgqEh3/8QW6UocCsCAglZtYDsEBs4cTeBYvLYvAgKu1FfGD+wpax8jWd3D0//vv8F//WdRvvK5sCxbmG2RMHP90XU9eD7AuARFRYRgcoJKbLACQKQsg3Yme44GpUuTyWc2lICA//1Tu1IF+qCeynwrQtXgFwu+YM5zA0TgdscMHTNl2KuFyQnY5oBgwfaMejSL480cReuNVTPuL/wnPgsUGtNA4RnTiWZeAiHLGY0NGDA5QUUyVBQCkrwGQ7YUCO0VU6axSEJB36Ggy8T3vT71QgtOJ2pZ61Fy4ACOiGsNdpxDeuxfQS/AdkGVIXi+U0yeLv60pVHUsRXS3sdkLsSMH0f31r6B2w5Vo+MzNlilYOB7rEhARFYbBASqIUVkA+WzXDpkDVt8/wNr7mPisOxyOZEZAuqEALAhIVhXLYcy8b8W5QN8pCGio0gdR1eqGMqsTw2EZoT37oZwqXsfdu3hpeUxbuHCR4YGBJF3D4H88d7Zg4epLi7OdHBXj2Me6BEQ0GR4HMmNwgKZU7CyAfNnli22HIEil72NirGu6goCJfeNQALKjWLaZA7KMqrlt0HZtGfOwQ42gzgXULm1GVJ6P4WAYw7t2QY9EDGuje147wrtyyHAoErmuDlr/6aJvR+0Louef7jtTsPA2OKdZq2BhKtYlICLKDYMDlGRWFkC+bbXDid0OHclK2sdshgKMLwjodruTs2xYTSW9d1R6au8paFmm6XuWr8RoOcL0hAA8WgieesC/pgNhVCF0+Bgi+/cX1EapugZKMAiYPXxHCHhaWxArsAhhLka2bMbRr/x3+G+4CfVXfcKUgoWlOo+zLgERpRL83mfE4IDNpGYBpN7JNDsLIFd26ZTYZfhEOcmmIKCqqlkPBeB7R3aV9SwFkoTaea3QhoezW1xXUIUBVM2qgjJvNYaHgdCu3VD6gjm30TWjBZG9u3N+ndGqVqzIaQiGUfRoFMF//d+jBQs/91dlV7CwGFiXgIgoMwYHbELXdYRCobLMAsiHXTIHAOsPnzArAGKVgoBE5SqeZXDA07EcTpdA5NipnLfhUIZR5wZqV85E1LEUwz0DGN65E7qiTPlab8dyhHduz3mbRnO1tiF+cK+pbYgdPjBasPAjVyJw459D8vlKtm2zAqisS0BENBGDAzZTaUGAyVhlPybDu86FyZQFAEw+FKAY7SCym6wyB4RAzYLZ0CABQ/15b0tAh0cZgCcA1H/4HIRVL0IHjiB65Eja5Z1lkjEgXC7ITglKPG52U0YLFv72OUT27ELDJz6Nqgs/VPRNlkNmHOsSENmPkPjdzoTBARsph5OwUZg5YC2F7mM2QwHMKghole9cJnb4fFLulJ5j0PqxaqfFAAAgAElEQVSnTvP3LF4Gl1tAM/ByRNbiqBZxVLfXI76oDcODCkI7d0EdGhpdwOkEAOjxmGHbzFdVR0fxZifIk7PKh95NP0DolRfh/+zn4Jo11+wmlQTrEhARMThgK1YLDtiBHfYzl33kUAAqFTt894op2yEFNYtGO57KyEhR2uFUQqj3AXXnz0NUqsPQsdPQhaM8pi1ctLjsAgOe9gWInRniEN2zEye+9RVUf/hy1H3is5Cra0xuXemwLgGRxTHglxGDAzZipTt8zBywltR9NLogYDmw6ntYKX9/Kr7x03mG9k+dsu9asBguz5lhPllkGRTUPl2HR+2He/50RIODkJYtw/D75k1f6KivhxbMbiaHkpEdEEp07GOahtArL2Lk7TdQd91NqP7w5YZX+S7n4wjrEhCR3TA4YCNWO5FZbX/S0XXdsumMqZ1/WZbhcrkAoCyGAhjJToEssr5ss3fCH0xd6K9m8fzR10IAfbkXI8yH7nBDjgygzgNUfagTQz1DCO8pce0BIeCe0YzYocKmYTSab+kyxPftSvucNhxC3+ObEHrtt/B/9nPwLOwwZJuVcmxkXQIia2HNgcwYHLARK53AKrmzmAsr7GdqACBdQcBEMCAWM3/8LxGNSv3OpvveTpa9o3QfgT40MOn6nXPa4akaTdHW4AA01fidGM9XA7XrYPJXR7gP/lqg+tILMHj0FKIHD07yYuNUrTgn+2keS0T2+6EcnXr/40cO4uR9fwffBZeg/tM3w+EPlKB15YN1CYjI6hgcsBErBQcA6+1PJpWwn4UUBHQ4HBWxj4Ww+v5R5Uj9/hWrkGdsz9Tp+jVLFyX/r0VLFBisqgd6Tkx42DnSi0BAQqztIgwe6EKsu6toTXC1zUTsgPmzJIznaW1D7MCerJcfefsNhLe9g9qN16P2imsgzhR5zEelBsFZl4CocgnBYF4mDA7YBDsnlancLpqKVRCQn8/Kxfeu/CWCAIm7m74zc9iPDwKoqjF372N7dk76vKNtFrw1ZzuT+tCgIdudjO7yTHln3BU+hcAMN2LzVmPwg/2InzK2JoBwuyHLo3ecy4l73vycAgMJejSCgaf+FcNvvIT6G2+Bb+X5RWhd+WNdAiKyEgYHbIQpb5Wp1BcXme4mAtmlFNNY/BtRqWQTvNM0DeFwuGht0DUN8b3px60n1Cw/O15d03XopSjMVzcN6O2dcjEBwB0+icbZdYguasfA+x9A7e8zpAlVixcjOkXgpORkB4RaWOaGcvIETj94LzzLV8H/mVvgbG7N+rVW6jyn7ouu64jFYpAkyRbZcUQVhzUHMmJwwEZ4cqo8xexYZupIlLogoB06z1b97tnhvStH44t5jg/epX53x3MWkP6dDeXoQejh4YzPy80t8NS6kr/rwglEixesAABddkI9fjSn1who8EROwr1wGiKORRj44w5ooaG82+Bd3FF+gQEAvo5liO+fPJiTrcj293B85x9R85GPoe7qT0Hyeg1Zb6VJPd4nhhywLgERVQoGB2zEah0UO3RMjKh0n83dxEwdiVKx2meTqFCVOqXnVEMKas5ZDinl+64pJTjuNDRDP/BBXi8Vmgpv7BTcS9sQFjUY3PJH6NFITutw+P3QTk+sdWA22e+H0mVwEUZVwdCLz2Dk96+j7vr/hqo1a213fB8/NS/AugRE5cboKVmthMEBG7HiCTpxsWxl2bxvldqRAKwf5LH6/lFhilUU0CzxSYoRyo3T4a3zjHlMG8mcZWAEXQiopwrvmEtqDFXohXdVO0YUL4a2bIWeTe0AIeBuno7YoQMFt8Fo7tY2xPOoNZANtT+I4CMPYvjM1IeuOe1F2U6lYF0CIqoUDA5QxUrcVa+EC2ajFKsgoNl4cVS5+N5lpxy+u8V+r3RVQXx/5kr81SvPwfibNXrwdFHbJBpboRs4O4AUj6AaEXgv6MBwWEJo2x+BSd6z6nPOQXR3eU1bCIwWISxWYCBVdN8HOPHtr6Lm0g2ou+4mSDW1Rd9mOch0XZL4Duq6jng8ngwOsi4BUWkJ1hzIiMEBG7HaiceqQYF0dxIT1cXLaSiAUaz6Pqay2nePMquEYTzFEj+0P2PKveRvgC/gG/OYBgkYMqbYXybqQH9R1ivHhlErA1VrzkGoP47h9ydmTLhmzkJ0X/lNWwjZAUmNo2SfQF3D0Gu/xfDmN+G/7iZUr/sodAsfE7O5acG6BERUrhgcoIplxHh8M2WbTizLMkZGRsxublFV8vs4FTsEP+xmshk9VFUt62E8xRTfk/kOedXKlROKQ2tacTtBesMMaIf3FXUbcmQQdR6g6kOdGOoZQnjPaDBAeNyQhQZFLa9pCwHAt3QZ4vuMKUKYC21kGL0/exiDr/4G0/7kC3AtWlryNpQj1iUgMoFgEC4TBgeoolVCp7Ic0onLmZ06T1RZrFYPoNhiGYIDUk0dqqfXTHhci+RW2C9XxV5/Kke4D/5aoPrSCzF49CSctbVlOTuB7PdDOWpwEcIcxbsO49h3/hY1l30U/o98DHLLLKiqamqbjJbP8YB1CYioHDA4YDNWGqNfTvtRyQUBqfh4YVfehBDJdN7x3+HU764VAnjFOv7o8RjiB9OPYa8699y0U0prA8UbUqDXTYPWdaho68/EOXIa0xa3ITyiIVryrU+tmEUIc6V2H8CJu78E14KlqF1/NVzLVkGzwPmx0OM96xIQkZkYHLAZqwUHSn2izJQFUMw7iVZ5vybDCx4qhVzqAXg8HkSjUVt8/4wQP7AHiMcnPC58VahqrpvwuAYBBE8WrT26bt4xRa6uQVXoMOQ1F6Hvv94G9PIIKpWqCGE23PPmQzkTvInt3YHTe3dAbmxCzbqr4FuzHrrTZfvvHusSEBUPCxJmxuCAjVT6GP10irU/iY5D4iQ8Pt2v1EXFrBTUsRu+b6WX+t1N9/1lFo/xMg0pqDr3PMhp+jGaLgNakVLJa/xQuw8VZ91TkOoaoPccBQB4YkE0XHwh+v7wDvQ0gZOSKnURwskICZIWx/h3Xz3dg/5fPoqBf/8FqlZfhprLNkI0TKvIjB2jjy2sS0BEpcLggI0IISwVHCg02FEp44nZgal8VvrelYtK+f7aRbpihMLtQXWLP+3yWqx4hfo0pxeAOe+5Y1oztO4Dyd/dkV4ELlyF3ne3Qw+bV1jW17EU8f0fmLb9VN5Fi6EezVwoUo+EEXrlOYRefR6eFZ2ouexjcM7vqJggQTGP96xLQGQQZt9kxOCAzVjp5JHtBb8VCgIyc4DsKhEESM0EACYO5SlGQTN+77KjRSKIH94/4XHfuauQ6camHhosTmO81VC7zCm4J7w+aGeyBlI5I31oXLUUwe17oA4OlLxdcr0/mcJvNuF0QR/szW5hXUdk22ZEtm2Gs20Oqi/bCO95l0DjRT3rEhBR0TA4QBUrNXNgsqnFKj2VuNLaS5SPXOoBUHmJ798FjA/OOF2obmtMu7ym69B7e4rSFr2qHjhZnHVPxdEyG/qx9IEJR3QAgWXtCO7pgnK6eLUW0nG3lU8RQs+ixVAP5p7BEO86hL6fPoSBp3+G6kuvQNWlV0D3VRehhZWFdQmI8sMgWmYMDtiIFYYVjO88OBwO+Hw+S6cSW7FWBNlX6vdXlmXT63nYSbGOI/E0U/b5zjkXDkf67enCCUTDhrdDd7qhmFRrAA4n9CkKLMqxEAILmtHndiPWPTHDoBjcc8unCKFUVQ3t+OGC1qENDWDwuX/D4G+egu+8i1G9/mOQW2Zb5nxfCNYlICIjMDhgM5USSc72LqIkSRgZMW8cZ6kwOECVhFN72suEYoQOB2pmN2dcXlOK9J7XTweC5oyrd8xsB04cmnI5KR6Bv60Wg54FCO/fW9xGyTIkrUyKEALwzJ0HJY+sgbQUBSN/eA0jf3gNrvlLULP+ariWnWdSpYnywroERFmokP6QGRgcsJlyOjGwA5EdO+y7HfbRihLHE6fTyaKANqWNDEM5OjaV3rt8JRzOyV9jNF12QD1emrvxEwgBMTKQdcdUUuOoa5AheZZheMf7RWuWr2P56JCPMuAINEI5krkIYSFi+3ahd98uyIHpqFl3FTwXrQPcnqJsq5KkXu+xLgERZYvBAZsx44RghYKAZuOJnMw02Xc4EQzgd9ie4nt3AqmBH0lCzdyWSV+j9502viENM6AfMCtrYB70U905vUboGmq8MYhzz0VoyxbD2yTX+6F0m1OYMR1XUxOUw8XNlFB7T6L/yccgnn0CVavXoerDV0IEphd1m5Vi/JAD1iUguxMSr6szYXCADJFNQUCOJc6PHWoOJPaRd5fNlU9RQJ/PB0Up3rR0ZCyjv2PjhxR4lq6A05X5eKVBAgaDhrZBh4B62pwihAAgNDWvdHYBoEYehnTBBRh8+21D21RORQhdbTOLljWQzuhUiM8j9OoL8Cw7D9WXbYRzwVKeX8C6BEQ0NQYHbKbQTibnFi89XdcZ3SfDTBbIU1WVw3koJ2OCA0KgZv7MSZfXNOOPZaKxFfrB3YavNxty80zovScKWkeV1g9pzWr0/9cfAL3w4Hk5FSEEAIfPA6XPhGOJriOy/R3EDu6Gq3U2aj7+GThmLyj6ca0Sjpvp6hIkggRWvxlBBAAQvK7OhMEBm8n2oF8pQwEq4SRsBDucrJk5YCwG8qjYtKEBqMe7kr+7Fy+Fyz35BZcWiRjeDnWw3/B1ZkvyeKAPFL4eb6wX0sUXIvj7zUAhmThlVoTQ3b4ASndhMxQUytEyC7H9u9D7j1+HZ8X5qL3mv0FqbCrK9UulnatT26soSjJIwLoERPbF4IBN6bqO/v5+6LqOpqamii0IaId0dCvvW4Id9rFYhBDJsaOpgbzE9zjxHTY7kEfWE9uzY0y9gZpFc6d8jTbQZ2wjGpqhHd5v7DqzJDVMg97TNfWCWXJHehG4qBPBd7ZBj+Q31WM5FSGEJEFSIlBNboOWMuQk8sfNiLz/HnxrLkPtxk8DvmrDj42Vej4bn0GWGHLAzEWyJNYcyIjBgTKxdetWPProo9A0DevXr8e111475vnTp0/joYcewvDwMDRNw2c/+1msWrVqyvXG43GcOHEC3d3dyZ/jx49DURQ0NDRg9erVaGpqqug7iFYPDgCVdzciH3bYx0LkUw+AqJhie3Ym/+9asBhuzxRZAxBA8KShbVCjMUPXlwvZ3wg9PGToOl2RIAKdy9D3xz1QB3NLSSi3IoTexUugFrkI4VScs9qhdh0Y+6CmYuSN/0B48xuo2nA1atZ/HHA4oaqmhjHKRqa6BJwKkag4puoDvvrqq3j88cfR0NAAAPjoRz+K9evXJ5976qmnAADXXXcd1q5dW3B7GBwoA5qm4ZFHHsHXvvY1BAIB3Hnnnejs7ERbW1tymV/96ldYvXo1Lr/8cnR1deE73/lO2uBAOBzGk08+ie7ubvT29sLhcGDGjBloaWlBa2srOjs7UVtbC4fj7Fsfj8dLsp/FYPWgAMB9tIJc9i/1QixdYc9yz+Yh+4jvOTsNX82S+VMur8EBaMZ1wPS6adC6Dhm2vlyIqhroPcWZOtEZGUBg2TwE93RBOX0q69eVUxFC4XJBNzgQlJdJajjo0TBCz/0bRt74HaqvvAHVa9YDQkBV1byPr1bqPI8/9ySy1FiXgKxAlEnNgWz6gACwZs0a3HrrrWMeC4VCePLJJ3HfffcBAO644w50dnaiurq6oDYxOFAG9u3bh+bmZjQ1NQEY/QBs3rx5zAdDCIGRkREAwMjICPx+f9p1uVwunHPOObjyyivR0NAwIR1M13WMjIxY5u6iHSr5A9a64MjE6vuYmuHCegBkBiO/Y2pfL9STo4X4nHPnw+Obutq5FjU2EK3DvGOGo3km9GMHpl4wT3JsGIH5M9DndiPWPfXQBfe88ipC6F24GMpBc6aWTJAap0PtPjTlctpAEIO/eBjDr72Amqs/i6oVndB1Pe8ggdWO2anHDUmSEI1GWZeAyCDZ9AEz2bp1K1asWJEMBqxYsQJbt27FJZdcUlCbGBwoA8FgEIFAIPl7IBDA3r1jU/E++clP4u6778aLL76IaDSKu+66K+26ZFnGihUrJt2e1Q7mVtuf8ewQALHaxVRCIggghIDb7Z5QDyARBKjkdFarvndW3S+jpM5SULN0YVav0UODxjWguj6rjl9RuNzQe48VfTOSEoG/rQ79bg+iByaZCrDMihBKNbVQjx0yuxlwNDRC6e/Nenn1+FH0P/xdDC9YipprboJn9nyIM5kE2d5QscswR9YlIMreHXfckfz/hg0bsGHDhuTv2fQBAeAPf/gDdu3ahRkzZuDP/uzP0NjYOOG1DQ0NCAYLnyqYwYEykO5EMr4z+Oabb2Lt2rW4+uqrsWfPHvzwhz/E/fffn9cB2UodTTt0nKn8TVUPQNd1xOPxig4CEKWKnwkOOGfOgbfaOeXymq5D7+2ZcrlsaS7fmGKIpeRsmwv9+KGSbEtS4/A3OjHgXorwrh1pl/F1LEN8v7l36VN5Zs+GYtLUkgnC5YbafSSv18b37kDw/r+De9XFqN74Kbgam+B0OpPDuoh1CcgCSliQMJH2n042fcDzzjsPF198MZxOJ37729/ioYcewje+8Y206zPi+8dQXxkIBALo7T0b3e7t7Z0wbODll1/G6tWrAQALFy5EPB7H0JCxhZAqkdUj9HZRKUEeSZLgcDjgcrng9Xrh8/ng8/ngcrkgSRI0TUMsFsPIyAhGRkYQiUQQi8WSmQJEVhHbPdpRrV7ekdXyunAC0fwq8E9Yl6cKapdJhfckCfqQwTMuTEFoKuqqFFSvPHfCc3J9PRSzMijScExrgnJ4kiyHEnHObodeyOdN1xF99w30fufLGHj6cUTPTJfpdDohy5MPobHydcn4fRNCQAiRnN46FotBURRL/w2IjJRNH7CmpgZO52gQfsOGDThwYHRIW0NDw5jXBoPBjMPOc8HgQBlob2/H8ePHcfLkSSiKgrfeegudnZ1jlmlsbMT7748Wf+rq6kI8HkdtbW1e26uETli2KqVTSZUjUXTJ6XTC7XYngwBerxdOpzOZUhmJRCYEASabLcDKn1Mr75vVGHHRrpw6Aa3vNBwzWuGpyS4BUVMMDI5V+wFVMW59OXDMnAeEcptFwAgCOmocw6i78MIxj7vbZkKPRErenkxc0wKGFp3MlzbUb8yK4nGMvPIseu/5Gwy9/Cxi4TB0XYfT6Uw75t7Kx8LJ9i0RJAAARVEQjUZZOJfKmpCkkvxMJZs+YF/f2YD0O++8k6xHsHLlSmzbtg2hUAihUAjbtm3DypUrC/7bcFhBGZBlGbfccgvuueceaJqGdevWYebMmXjiiSfQ3t6Ozs5O/Omf/ik2bdqE5557DgBw22235X0SstrJy2r7Y1elfh9LWRSQF0hkJYkhBdUrlkHK8nurnSmoWyjd6YbSfdiQdeVDxKMw89vsU/sg1qxG/3/9Ae4588qqCKFr1pyyyBpwtM2GdmLqIo650IdDCD3zOEb+8zeo3vhpeM5dnQwkCyF4tzxF6pAD1iUgmlw2fcAXXngB77zzDmRZRnV1NW677TYAQHV1Na6//nrceeedAIAbbrih4JkKAEDoPJrZTiwWQzQaNbsZhpAkCU6n0zL7k4nP50vOVmFFiemRYjHj5yyfqh5A6k+xuN1uxONxSw4t8Hg8iEajlrswtuJ7ZtT3bODRB6Ec3o/pl12U9bDNyOEuYLDwQkn6tJlQDpgzvl5unQMRPGHKtseLegIIHz8J5bixneBCeOe3Qz1enOkdc+FqX1T0IIVjVjuqP34TXO2LxwQJgMqeHnoyiYB6rnUXEucG1iWgcjLyv9OP2Tea75a/L8l2jMTMARuyUvTWLsMKrNbxSqfQ9zGbIMBkaf/FZofPKdlDfM9O1Fx4ftaBAV1IxgQGJBmqwXeEcyE5ZFOzBlJ5G+vgdAkMRCNQg6fNbg48CxZBPWZSHYgUUk0dlBLUo1CO7Ef///oWXMvOQ/XHboTe1ApgdDppqxYvLDRbNXEeTgRTUgMqRFQ+GBywISsdjO0SHACsPUVStvuVaSgAcDaFUVXVshvrWE5tISqEcrwLkGX4GrxZv0bVJi/gli3N3wz9kDlp9FLjDOgnu03ZdjoiHoEjOgj/vCYMNQQQ3Wfi7ACyDERC5m0/hWNGW0kzS2Lvv4vgzq3wXrQWVR+9AXpDI+LxeDKr0WpBgkLOZanXaoqiQFEUyLKctnYDUdFZ6Eap0RgcoIpnh5OKHTqXqe9jKesBENHUEt/J2P4PUHveeVnXGgAALVx4wTwdAlrwVMHryZdcWwt9uLSzFGQizZgF/czwBkmNobYaCHeej9C77wJ66TOjvIuWQD1cBrUPJBnqqeOl366mIvzWS4i8+yaqr/wkXKsuBmpqk+PtnU4ndF2HqqoVfb4y8gYF6xIQlS8GB2zIDp1pK7Ji5kAivTBxYeDz+QAgGQRIZAFYYdy3lb93VvxsWlE2n8HU72S64TmxrkOom+HLabvaYOGdar2hGTCp2J2orYfeY/5Y+gQhMGZ4gxCAT+2H86JODGzfBS1UummOhdsN7bQJHfI0XHPaoRzZb9r29WgE4Xf/C/1PPQ7P8k74Lt4A1+LlY1LpE7PdWOGcZoTUIIGqqqxLQKXDz1dGDA7YEA+4lafSO15T1QNI3FWJlNGUXERWlk+NDl3X4fA5IWVbbACApgMIniy4verQYMHryJdj2gzoZTCeHgCkaS3Qe9MXRXRG+uDvmIuh4wOIHS3NjA7eBYugHDSnQOR4umJuIUBRU4fowb2ApiKy5feIbPk95MB0eNdcBt9Fa6HXN4wZb19pQQIhRNHay7oEROWDwQGiClEJJ8jUqH9q5D9xws9UD0AIAYfDuoejSg/uUOVK7fwnxvY6HI68CnVqp47DV+fKafuacAKqkm/zR9dR3wQcPVDQOvLm8UI/VUa1Brxe6JPESeR4GHXTPBhpOBfD27YUtS1ybR2ULpPel3Hkac1Qjx0xtQ1SoBno7R3zmNp7EqF//wVCz/0b3EtXwXfxeriXngtx5lxpxboEhWBdAioVwSEsGVn3apzIQsqp8GIx6gGw81y5+N6Vh6kyARLjnYUQeU9l6IgNQM7xekqLFX43VyvCFKfZcrbMgX68TLIG/NOg90w9W4PQNVRJITguuhCDW7ZCL9JUv+5ZM6EcLINaAwDk+gYofebVpIDThfjRQ5mf1zREt7+D6PZ3INUH4Fu9Dr41l0FuaKyo4oWlPN6zLgGRORgcsCkrjRG2yn5Mxox9TAQBUjMBEm1JDQIYdTFTLsGPYrH6/lFppHb+U1NuEx2LyWbrKHi60IHchwfoBY5/12oD0LtNuiMsO6APmNjhHEfU1kMfGch6eXc0iIaVSzFw8BiUk+mHIuTL2TQDikk1IMYTbg/U7kOmtsHROgfRPTuzWlbr70XohScRevFXcC85B96L18OzvBOy01nWxQvNOoexLgEVhWCQKRMGB2zKasEBK+1PJsU6CeYz9phyU06ZH1QZUgMA6bJzSj5lp65B5NFR1nt7CtssjJkGMR+Ome1AT2nG7k9FVNdBPzl11sB4cmwI9TPrMRwIILxrh2HtcfrroIR6p16wBJyz5kE5aN5UjjoApfd0Hi/UEd25FdGdWyHV1sN70Vr41lwG5/QZLF6YBusSEJUGgwM2ZbUDqdWDA0Z0Lie748ggABXCaseTUho/M0C5TtkpQn0Qam5DBFQ4gMhI3tvUfbXQjh3K+/WFERCREMrlrCI1NkE/fii/12oqajwqnBdcgMF33yu4BoRrzlwoZtWASEMbMHeKSUfrXMQO7i1oHdpgP4Z/+wyG/+PXcC1YCt/F6+FZeSGcHk9FFi8sJtYlIEPkUFjXbhgcoIpnl7uy2U5DNlU9gJLfcSQA7EBXIqPes2LU6Sg1kceQAk0trDOjuasAk/4ejpnzoJ8uk0KEHp8hRRE98T7I56/E4K79UPPtUAsBWQLKZWS8Y+ZcaMfNLUSoK4UFW8auTEdsz/uI7XkfUnUNvBd8eLSIYeusiqlLUErj6xIkCq6yLgFR/hgcsCkrdVTK9WLaSOmq+1d6Z8NO+B7YQ7bfy0q8uBf9eQQHhgvIGnD7oJk4jlwIvXyyBpragBOHDFmXMzoA/8JWDPUGED2Qe80Az8LFULv2G9IWI0hOJ8y8ny41NiF+tDgFK7XQEIZffhbDLz8LZ/ti+C5ej6rz1sDp9UHXdShGBiUqXGomZCwWY10CogIwOGBTVjtYWm1/ElKHASTS5oCxQwHi8TjTDck0dgx8ZBMEsNT3UtcgBvOoN9Cf/5h0qb0D0uED0E4czXsd+ZKbWqGfOlby7abldAF9hdVtGE9SoqitEwivOg+hLe9ln53hcADD/Ya2pRBSnR9Kl7kzSQhvTUm2E9//AQb2f4DBXz4G7/mXoPpDH4FndnvZFi80C+sSULYECxJmxOCATVnpIGmFYQXZFAUUQiASiZjcUspXpX9G7ShxYTl+Cq3EBXmlBQHy/QzmU29AgwQMBPPaHgLNcNZ44Z45HdHmGYjt2QmMhPJbVx4kXxX0wfIotie3zIZ+wviiiAKATx+E48LzMfjHHdBGhqd8jXfREqiHzCv8N56jqQXKgQ9M276oqkHscGmzKPTwMEZe/w1GXv8NPOecD//nvgSHy12S4oWVFIAYX5dA0zS4XC4TW0RUORgcsCEhhKU6KpUSHMh0txE4O14uUz2ARCeFiIyXbtrOxGOJ72YsFquYIIDRRH/ud641TQLySswXwOJzIPpHx9i7nSqcSxcjMhCBuncnoBf3PZDqA9B7Sp+tkJYkQx8qbrE9V7QPDcvmY6A7iHh35v0WXi+0k2VSgwEAHDLUHnPbI01rAfqMmwEiV+4qJ/SuPVBmLQEwWtzU6XQWJUhQCddYmVjtmpcMwoKEGTGnwqasdKAst+BAoiPvdDrhdrvh9Xrh8/ng8XiSwwIURUEkEsHIyAhGRo4zTP8AACAASURBVEYQjUYRj8cnTQ8sp30shkq6K5ErK+8bUDmfzUSxKpfLBY/HA5/PB5/PB7fbDVmWk0GAkZERKIqCWCyGWCxm+1k88ipGGI3mt7H2pZC8XoiUivoSdPjq3PB2ng95xsz81pslOTDdtCKI40mtc4DhweJvJz6C+iYffMvOybiMt30B9BJmb0zFOXs+9OEh07avyw4ox8wrhOhsnQU3RqAdOhucSNxcEELA6XQafkPB6ucxIhrFzAGbqpSL+WyZsT+pKcepQwES444TJ2ojOhV2OSlbeUpKq33nylk2w3Ts3uHPWp71BrSBPMamu73A7LmQlFjapx1QILdOg9LcgujuHYZ3VoW3unyyBiAgIiMlK4oodA3VzhE4L7oQg+9ugR4/+x7I/gYoR8unCCEAIJZn8Mkgjra5iO3dZdr2q+a2AdoI0L0feiwC4fIkn1NVFaqqQpIkOJ1OQ+oSVPr5q9LbT0XAmgMZMThgU1Y6UBY7c6BcOhpWes/SsWpQgIonm+8mp+0cK9e/hRgKjrmLnw1NBxDMo4hex3kQsgxpJPPdciEEnA4FjqVLEB2MIL5nh2FDDRwts6AfO2DIugoltcyG3lv6oojuaBD+85ZhYN9RqKdHg0LulhYoh/aUvC2ZyE0tUI+bG8RR+4s73GMy7vZFcGlnZgLRVOhHd0O0T8z6SK1X5HA4WLyQiLLC4IBNWamjadSJLt2YY+DsCTZTPQAyjlUzB6y4Twml2LepggD8bhZPXkMKhBPIMaCAxhlAIADoOsTQ1IUMBTR4al1wdl6AyNHuwmc1cLqgB08Utg4DCV01bSpFR3QI/tnTEGpohDo0COXwXpNakp5cWwel19gZHHIhtcxG/JBJmRRCoGqGH9DOFifWD+0A0gQHks/renK4QaJqfz51CSr5+Gqla14yCD8TGTE4YFNWOlDmkjmQ7TzkmqZV9ImwEvHvTanfy9SppxIBAAYBSi+vYoSx3GY2gDhThFAICB05zYwgIw5f2zQoM2Yguntn3kMNHG1zgSLMCpAPaXor9HwyL4xsgxZHjQ+ItyzAyObch5UUi/D6oHQdMrcRJh5+PB3L4dDGzVrUcxh6OAThrZ70tbquQ1FGg3a5Fi+0auCeiCZicIAsYXxwIF31cQATggCqqprRXMrASkGr8ay8b7lKl6WT+t1kEKBMaBrE4OmcX6aHciwU174Mwjs6ZlpScgwsIDHUQIVjWQeiA2HE97yfW1FBIUEMD5jZ5xtDuFxl0RZ5xiw4h4PQl5+L8PYtZjcHAOCaORdxE6cvlPzTED9i0tATpxNVfg+gjavJoevQD++CWHx+1qtKBFsTQYLEcXcylXw85vmXJpBYcyATBgeooqV2LjweDwuPVbBKvvCYipX3Dch84TW+YCezdCqLCPVCaDkODwCg9+YwFMFTBcyak/xViuRfZFDo6pmhBhchcuQotJ6urF7nmDkP+qnsli020TAd+qlymDJQQJJHv9c+ZxR6xwpEdv7R5CYJqH25B6sMbUJNPdBz3JRt+5adA3l8YOAM/dAOIIfgQEK2xQvZuSayDwYHbKyS0sQmSzdOdC7sPA85kZkSF5YMAliL6M+93oAqHEBkOPsXLB0tQghgtN5AqPBCbzJi8M2cjnhLC2If7IAenrw9Qo2XxZ16AJCqa6EP5zHTg9HtmNkO9I/WYBBCoMqrQl/Ygeienaa1yTFzHrRjh0zbPjw+xI+YU2tA+Krg8yHzkIbeY9CH+iBq/HmtP7V4YWIKRBYvJEvjbAUZMThgY+UWHMimHkCmdGOHw2H5wEA5vVfFYuW7E5W+b5m+n8DZ4TocqlPecj3mi4E86g0oORynprcB/rOdGSEERIZpDHMlhIDLocKZGGqwd0faoQbyjJmmj+9PEDV+6CfLIINBdkCKjQ2oCADVNRL0eQsRO2DOzAWSLMHMs7zcPBPqnh2mbLtq2XJIemTSZfTDOyGWXVzQdhJ1CcYXL0w8V6kq/fxLVEoMDtiYWQdLFgXMT6LwolX/Jlbdr0oz/vuZuIuU+H4mAnSJYJzD4YAQAvF47mPFy5ntP4+amle9AW1kJLsFhQQsWj7mPJRPvYEpNwMNnjo3XOdfhPDhI9B6xqbsS2532WQNyI3ToR07aHYzIM9sB3onDm0Q0FHT4MagMhfxI6Vtp1TfAKXLvL+NLklQTpgz3EOqb4DXEZ1yOf3QDqDA4EByXeOKFybOBQz+kmVIDBhlwuAAFU22c5AbccffLhfyVg4OAIzul1JqECBx8QcgOeY08f2MRqe+KCXrEUNBCC33joCe7ZjwBSsgPO4xD0m5DEfIkaTH4JvZjPiMVsR2jw41kBqmQ+8ph/H9ALxV0HoKnI7RCB7fpEEhoWuoaarBoDITyrHStdcxfQaUAwMl296E7bfNQ2yfOYUQq5cshkAWQbeB09D7eiD8TYZuP1GTAEDWxQvLDa8tiLLH4ICNGXWwzCYIUOyigFa/qw5YPwCSy5SUlL1Eeuhk30/W66Dx8hpSAAkYCE69oLcamDlr7GO6DjFUeL2ByQgBuJxnhxpAVaCHB4u6zWzJTa3Qjx8yuxlwzJgFnJ58aIOkqahtDWBAUaCeLEFxPocD6glzAydarjNwGMTR3Aq3yDIbB4B+aKfhwYGEbIsXlhteV1BarDmQEYMDNpbLAXOy8caJu4xmTz9m9eAAYP2TnNX3r5jMDNLxfasc2R4j8ylGqOkSspoEful5EOOmkRIQEEppslQENHiaG6GGo4j1dAFq7jMyGMrlgt57wtw24Ewl/mB2nX1Ji6NuTvNogCB4qqjtcs6eD/Xw3qJuYzJy80zESjyMIqGqfTaEnkNw4PBO6CvXFvWYPL54oRACiqJY/vqLyC4YHLCxdCePSq0HYIe7zuX09y4Gq++fUcohU4csTlMhhvKoNxDJonPfNAvCP7GiuihlB/3MsUZWhuFasgyxvbuBaLh02x9HnjEb+onDpm0/2Y7G6cDpY1kvL6kx1C6YhYFdcWiDRZxhIZJ957gYdMmcS2XXnPlw5xAYAAAMDwCnuoDpM4vTqBSZiheW27nH6teGREZjcMCGVFVFT08PDh8+jK6uLhw/fhwnTpzAV7/6VVRXV6ctOlbu7NKxtPpJzur7l4tsa3aY/dk3e/tkPDHUm1e9AW1gig6iJAGLlqV9Si5ivYEJ6puSBfdkZQTuBQsQO3QIesiEIQayA/pAb+m3O44INOcUGEiQlQhql8zHwPu7oQ8bn3rvaG6DamJdCFHXgPjhfSZsWKCqbRqg5R600g/tgChBcCC5vXHFCyu1LgHZDK83M2JwoMxs3boVjz76KDRNw/r163HttddOWOatt97CL3/5SwghMHv2bHzxi19Mu65oNIpjx46hu7sbXV1d6O7uxsmTJyGEQFNTE1paWtDU1ITly5dj+vTpkGUZ4bB5d08KYZfMASvvo107mVMFAcwerkP2I/rzqDegA5hqSsCFKyHcromP6zpEKItaBUZwuoGBsWnwkhKBe9ZMRI+fhN5X3BT58aSWOcDJIyXdZjpyVRUQC+X1WocSRt2yJRjY9j50g+/yS9U10E6XoK5Bpu3XNwKnch9iUyj3oqVw5hEYAAD9yC7onZdPGLpTiGzPP+PrEpRDkMDK101ExcDgQBnRNA2PPPIIvva1ryEQCODOO+9EZ2cn2traksscP34czzzzDL797W+juroaAwOZq/f+4Q9/wPbt29Ha2or58+fjwx/+cDIIAACKolRsMCAdq58ArB4csAOHw5EsDlhuNTuIEsRAHvUGhGPysftVtUBLW9qnhBAQ8RLNiuGtAcITO5tCi8M9YxpiLje0nskL8hlGCCBsTqG7VNKM2UBf7gGhVA5lGLUrl2Pgva1AzJj3UviqTZ2+EG4P4kcOlH67sozqxipAy/PvGA0Dxw8Cre2GNCef645EcLvSiheSjRgYPLMaBgfKyL59+9Dc3IymptFKs2vWrMHmzZvHBAdeeuklXHHFFaiurgYA1NXVZVzfpZdeiksvvTTj81bqaOq6nrzjamVWes/SscL+pU4NmFqzQwiRLNxUbjU7iJI0ddKp7DK+LDZFzYCOVRBy+mO0UEpUb6DaP2nBPaEpcPmrEHO1Qzu6v+jNkVrmAKdNnkpRCEjCmGORMx5C3bkrMfDOu4YUeXS2zYZywJzpA4HRWhDqnh0l36532TmQ8w0MnKEf2gFhUHAAyD+zL13xwnKsS0BEZzE4UEaCwSACgUDy90AggL17x1boPXZsdEzgXXfdBU3T8MlPfhIrV67Ma3tW6Igl2KGjZfV9rKT9y6dwp8/nQzweN7nlxWGlY4mVZfM+icHTEHruF+56aJKU9BlzIOrrMz4tlaLegJCyKjoooP8/9t41RpLzvO/9vW9d+jr3687uLPdOckXRlLiibTp2okhyjoCY1vEX2zhWgAgHwTF84ERfYjswEDqBEMEB9CWIE0RHMBLoC4ODOLAF+MSBHESEaFuSLYohKZK73Av3Mnub+0zf6vKeDz3V2zPTPX2rqq6ueX/Agpye7qq3prqq3uf/Ps//wc4bOOeewYs4MBWe001vh0gxls/DenidEix3h/ErV9j6/vdgkABQCPzV+NP5A5QQeA/j7yAhMlkKRQP6uAabUXc+QLkOwrQGH1MI9/eD5oWGYcQmEujnk6Yl+nvRlvQvtY4QrYKjgzc13/dZWVnhn//zf84//sf/mH//7/89u7v9TazSdMM8Lin3aT/GpB1fMJGxLItMJkMulyOfz5PNZjHNurbqui6VSoVSqUS5XKZareI4zqEUylESPzTHl35KCgBUO78BacDFy0d+Vu6s97XPXhCTc12n8AsBtu1jPv3xyMYjF5ZR68MLfgEwLUSlP5+Bo7DdbcauvDTQ5Ns6fQ5/MyYfihaYp87ibcRvFJn/+E8gVQgisltD3R1e+8d2BCKB4zgIIbAsq1HqqtFokoEWBxLEzMwMq6tPHkarq6tMHWj5ND09zac+9SlM02R+fp6lpSVWVoZn1pMkkhZYhk3ag8thHl83IoDjOJTL5Y4iwHHjOB97GunLjBATym1E6qfbmBAG+xMS4VR63mdPZAqo1d6fk5aoYl1+oZ51EDLCHH5AZCyfg3L44gBAxtum+OJLfX9+2M9zvxzxd7IFcnyCvB1edpm6+W4o2wmy4sKm2WcnSpFg2N8lTUIRMp5/I8hojjqlnD9/npWVFR4+fIjrurzxxhtcuXJl33teeukl3n77bQC2trZYWVlpeBQcZ45DgHIcsiOiPr6DIkA+n98nAiil2ooAYaQ/pv38aUYcz0Vs975a6nlt7r/FSVg6eeRnpRtDqY1pQR+tGQFMv4R9+fn6NkJCziyi+mgbGCrZAmIz2s4MWbVD/pOf6vlzcnoO9+7N8AfU7f7nl3Dvxd9BonD5MoIQ0+zvfYiqxS9y9EpzW17LsjBNUz8rNZohoj0HEoRhGHzpS1/iK1/5Cr7v8+lPf5rl5WVee+01zp8/z5UrV/iJn/gJfvSjH/HlL38ZKSW/9mu/xtjYWN/7jEoRjpvjEDiDDi67JfAEaDYGhCfmSMFkpFqNySGd4yFgaZLPUd9Dsd2n30CpdS2/fO4KqoNRrIjab2B89kgTwm4wvBL2M5epXbsKIbTqE/kCKq7WjW2wTp5GPbwd+X7yogQ/8SKlH/11158xZ+dxt4b497Gzse/SmFsgK0PuHuV7qI/eQ1zoz5eqmTieX1GZF+p5k6Ylx8DEvF+E0jPWY4tSit3d3dQELfl8nlIp3B7LSSOXy6Wq/eRBej2HwSSi2RgQ9osAwb9hk81mqVarqbneAoJWVXEKLXFg23ajZ3dayGQyR2bByJtvYdzu3Z29emcFtX5gFfrkOcTl5zt+1n5wC1GL6J5mWHVjt5BWT30jQ+2j26jtjb63ISamEdVdGGYZ1fg0hnAHMwzskd2qRfntNzu+T1g2MpNBhSDC9IMYm8RdX+8706RfJn7mZ8ioCISyhacwPvt/DLQJ0zSHVj4XZBEMIhLYtq0FAs0hKv/f/xPLfrL/2/8Zy37CRMsmxxx9wxwtjuv5klJimia2bZPNZhvlAJlMBiklvu9Tq9UolUqUSiUqlQq1Wq3RMSAppPX8pfW4jhv9mBH6SNT6gdaHhgkXnu28P0R0wgBAYTI0YQBAelUyyycR0/P9b2NyZqjCAIAxPRurMACQt2tknnmu4/usp84PTRgAkDMLsQsD1vKZaIQBgIcfoULwlRiWqK3NCzWRIUQ8/0YQXVZwzNGTek3SME3zyEyApAX8mvRyHO6PQeaNUD6qD78BXxlwsCHfM59A2J1r9IXn9ry/rilMwlr4df3Cd8gszFCzM/j3e0vLF4Vx1MM7oY+ppzHMnoDV+P0OhBAUC6AuPEPtWvsWkWq3u44SkWDZOLdvxL7bwlNL4EckiCiFuvUu4pnRNYcEGllcQaaaUqqrbAYhRCLGr9GMElocOObom6ZmGDQH/80iQOAV0OxinBbSdCzNpPW40kZwnQUptoHfTCC6easryD78BvzKgXKSsSlYPNHdmKJcIXZrkW1aKA97Mo9jX8D76FrXn5Nzi6iVm5GNqxuMfA6qwwnABYqxCZPtsxeo3Tj8dzOXTuM9vDuEkdUxTp7B+yAch/9uyVx8FjsqYWAPdfMdGEAcSBLB/SrIJuxWJNBoDjGinQTiQIsDxxwtDmiipDn4DwyGoP6AD1YCmkWAfD5PrRbdpF6jSTsHjTibRQCop+m2mkzL9f5M+/ytA/X3H3sR0aXRk9xd72ufHZmYh9Vog0yBwspJOH8Z78MuAspMFvV4uG2H5dIZWO+9dCRMBIqxmTxbzlM4d27t+53M58P06u8JBXiPo+3ecAgpKSxMgB9xR4HVFdT2GmJsOtr9xEhU5oUajUaLA8eeNIkDQccCrSDHT7MAcDAgCYSAtGUC9EOarjfNcOl0zQXlN83XXDabPfRaQH9+AwLWHjx5YfkCYqzY9edFNYIVUzsHGw86vy8EhADbcnGefh73/beOfK+xeBp1/2Ys42qJkEiSYa4plMfYiUm2XBf3fl3EkcUx3CGk9AeYp85Su3411n3mLj+PGbUwsIe6+S7i438rln3FiVIK162XJwVtiptFAv3M1bRFfzfaosWBY0zaarGOe+AZBwc7A3QTkPRCms9hmo9NEx39iAA947mI7d5bx/mY4Dr1H0wLzj/d9WdlVF0g7ByUtqLZdhssUUFcfgHnvbdaG/2ZFmoj5lXpAxjL56HP7JAokL7L+PI8m66L9/gB5tJp3OvtvQiixq85se5P2Bnykzb48WTKqZvvQArFgWaCbMRAJBj4vqjRHFO0OHDMSZs4kPbMgTiOLaj7j1IE6LT/NJ/DNJKm+8iwaFeCE6yCRXrNbT1C9OM34DQZCj7zCYTV2YQwQEaRNTA2A+v3w99uF5h+CfHs89Q+eBec/QGfsXQG9eBWm0/GgGkhyvEKJt0g/Rrj506y6Xn4j+PJ9mg5jtlFnDs3Y91n/rnnMWISBgDYWkWt3UdML8a3zyHRbF4ouyxx0mg0T9DiwDEnbZP6tB1PK8IKnrsVAeLs8552UeA4fD81R9POjLOdD0cciD7T8NXOnrHdxEzXJoQBcidkvwFpQHmITveA4ZXIXHqW6vVrUN5rTSckanfj6A9GPa7l8/B4uF0S2mF4VSZeepHKnftUd7ZibyMIQK77UpgwEIUxcjn/UJOPqFE33z0W4kBA4Emg0bREC0dt0eLAMSdNN860B5bQ3zF2IwI4jpMYI5+0Zg6k8Zggvcc1KEeJAMP04QjLbwBAre597vInenuWqAj8BsZmIjch7AbplcmcPUftzh3U1jry5Bl4NMTAPFdEbAzXhLATpnIoTkhyL32Cyq5H5f13oVbt/MEQEIVxnJvdd5wIg+LHnkOqcqz7BFC33kV94tM9Xauj/jxO0xxXo4kLLQ4cc9J04wzKCtLMUaUTzSJAUJ8cfCZITU6SCNCKUZ6EaI4nSRUBusZzEDt9+g2Ud+CpS4hibyuvMuzV4dwYrCWpnr5K5tQJqg8zCKcS9wLxPszFU4nNGgAQ86dgT5wy/BqFHOQ+8TGqNYPyB++hdqPNBpFzJ2C99+9/vxjTs2TNeEwID1Hagoe3YeH0cPav0SQIlfJ4YRC0OHDMSVswnbbjaUWw8t9sDghPghHf96nVaokWAY4rx+H7mVY6iQCB+JZYEaANYvMRoo8xe54Cy4Zzl3r+rKyGuGoajL0Pz4QoEb6LfekZ/K0tvNIO1OIPCMXENKzei32/PaEOC0VSueQsl+zHzlP1M5Q//BB//XH4uzZNnLsfhb7doyg8fQlBBH4bXaJuvYPoURwYtXtaM/qZq9H0jhYHNKlBKZUq85mDAkAgCkgpD5mUpQn9MB890nTOgusu+GfbNjD6IkA7+i4pKJXh2U8izN6nEXI3RL+ByflkBsB2DumUkKaHceECngPerWuxigTG1Gwy/zZ7iNkl2Gof9At8srJM5uISjrhI+dZt3PvhZUGYJ89Su/rj0LbXcX9Ly2TYBYZ3v1QfvYe68vMIaXT1/jTd2zWafYj0xAtho8UBTWoY1cl6NyuSgQhg23bj5zQyquewG45D2cso0Up8gyfXXVCO4zjxtjiLm37NCH3fh7mF/vZZ2e3rc4ewMrAZ/opyKEzONgJfoTxMk1hFAjG3lGhhAADZ3f1QALbaxT49jXPmFOX7j0PxCfA2QjbF7EDx3GmEH9J3v1+qZVi5AScvdP2RND+XNRrNYbQ4oBl5w5mApAdfYaQlp+E8dSLJ53BQ0nxsSSXItjmqDKdVBo5t2+m/3lwH0UfXAF9IOHUG0WVw10yofgPZMSgnx2ugwfRiyxXxQyLBRx/Wg7UIMLIZGFJpezeI2SXYfNTz5yy/hDWfx138SSprO1Sv/Rj6yJ4zlp6idvPDnj/XL/a5S9jDFgb2UDffQXQpDoz6/FA/czVt0ZkDbdHigCZVJOFBEKVBWdIFkEEZ5UmIZrj0KwIcJw7eO8TWQ0QfdnnuzKm+ygkAZDWkiLU4BesJFAZMG9yj+9c3RIJz5/BcEbpIIE+ehY3eA+9YMQabmJt+meKkQe6lF6nsOPUOB87Rf/dmlB/js0YICidnwIu/Q0Er1J2rKNdBmNawh6LRaBKIFgc0I68MB8QdODcH/4ZhNPYddb/yNIsDkN7jS8M1lgTadeXQIkDv9NPiThkWXnEaWdnqa5+yj0yFQwgZ2Yr7oIiZE6gufRwEfvgigZRIP9mlMGJ6AUJqr2j4VQp5yL34HJWKpPLBe6jSzpGfkdPzOLdvhLL/bsg+8xxWQoQBANwa6s4HiDMf6+rto/zsSut8QjM4ultBe7Q4oEnNzTOqB9jB1chATBlGq7JRfkh3Q9ozIzTd0ywCBNcg7G/NGWVXjrRfa9CfGWFp4RJm9ejgqy0KRKXPzzYzPgurdwffTthMznctDDQTpkhgLJ9PVFvHVohMBhVyhr30XfI25J67SNW3KV+7hr+x2nr/xQm4H5Mfg2lRmMmDX41nf12ibr0LXYgDo/w8HuWxazTDRIsDx5y0BWODHEurzgDNIkCwGjnsoCFN56sVaT6+NB9bv3QjAjiOQ7WarMn1yOPWevYb8PMT1ArTmNv9BeYyDCEnU4T1+4NvJ2wMs2Vbvl7YLxJIvI+u9SYSWDaitDnQGCJncg61Ft35E3j1DgeXTuKIS5RvfYR7v+n7mstTuxWf10D+uecxEiYMAHDvOqpaRmRyHd867DmPRhMJ2nOgLVocOOYIIY5VwHIwEEmyCNCKJI4pTNJ8fGk+tm7odO0FGThaBIiW4HsoNh/15DeggPXFy+Td/lf+ZS2E1GrTgDBNDcOiT4O9VtRFAr9nkcA8dQ4eh9fqLwpELg/l6AWMJx0OZqidWaay8gjn1ocYC8t4H7wT+f6hfqz5gqAPW4/o8T3U7fcQFz5x5NtGeX44ymPXaIaJFgc0qbyBdisCeF4CJ5kdSOP50qSHbq49x3G0J8CQEZu9tTB0Zp6iYhYpbvVfKy53N/r+LADjc7CWwPZ847OhCQPNNIsEvm/g3roGlVLrN+eL0GdbytiYmBlKyYPtl7AXCrinXsapeFgvvkQ9Yhf1/yrq/y/UvkD+SWbl3utCwAGRt/4eiULt/50Cc3oKWU1oq01A3XwXOogDGk1q0XPptmhx4Jgz6pkDrQKRfD5/aDUyLYHIcVh9HuXvYyfSdmxBKY4Qglwup0WAEUL2YAinTJvVqfMUKDPIMqgob/f9WWVYiJ21vj8fGdKAPlo69oLAx5A+8uxZPE/WPQkOiATmwqnkZw3kx6DS/3dgUMyxcYydmxBHNrGdheWTcC254gAPP0JWS/iZ/LBHEglpe95q0subb77JH/7hH+L7Pp/5zGf4whe+sO/33/rWt/j2t7+NYRiMj4/z67/+68zNzQHwy7/8y5w+fRqA2dlZfuu3fmvg8WhxQDMSN9B2DuUH65INw6BUarOykgLS5hFxkDSLH6N8bJ38OJRSlMsJcuPWHI1Tgx5W8XcXn8E1LDLV1gZv3TCo34DKjSM2Eug1MHcK+jAh7AeBj2n4GGfP4HlGQyQQkwk1aGxmyK0nlZWFxzFmnSxfRNkWiX5aK4V3423sj/8MSilc1x32iDSa+JDJ8BzwfZ9vfOMb/O7v/i4zMzP8zu/8DleuXOHUqVON95w5c4avfvWrZDIZ/uzP/oxvfvObfPnLXwbAtm3+9b/+16GOSYsDmkQFm0KIQ4EI7G9TdpRDeRA8j3Ig1okkna8oSPvxJZlOnTnaleJYlu6XPUqIrYdd+w14hSnW84sYeMgBVn0H8RvwcxPJFAbGpmEr/HKCTggUpuE2RALh1uBRssUBMT4JqyG3KOiF4hTs3IpnX1YGVSwAqh6AJDh7yr/xNs4zLyGlxLKsxoJLmudQGk2SuHbtGouLiywsLADw8ssv8/3vf3+fOPDcc881/v/iRoMapwAAIABJREFUxYu8/vrrkY5JiwOaoQRjB0sBwupVrh9oo03az19ShI9uRICkmnJqBkd0WVKgEKwvPAtCUPQHywwRu/2Z0CkAr5a8FVghwbLAGV7GjEBhToyhHA8/yeJAYXyo7RVVfgwe3o5vh6cv1u0MEDA2BZv9Z9xEztp91NYa/vg0vu83FmiEECOfSZCU561G89u//duN///sZz/LZz/72cbPa2trzMzMNH6emZnh6tWrbbf153/+57zwwguNnx3H4bd/+7cxDINf/MVf5KWXXhp4vFoc0ER6A41KBGjHccgcSDv6gR4eB0txtAhwvAmuLdmlGWFt7gxlawwAu7Y12L5L/X3eOfkMxu4G9Pn5yJg7NZSsgUNYGUR1HbF8EXW7/YRymIiJmeGWPZg58GMK0E0LVSw++bkwmWxxAFA330E8/7P1/98rL2gWCaSU2jtGkzpUjHPNr371q+3H0WL+1W4e/J3vfIfr16/z6quvNl77gz/4A6anp3nw4AH/4l/8C06fPs3i4uJA49XigCYUuhEBHMeJJQjRweXokuYgNcpja77uggmdFgE0LXGqXfkNKCvD48lzAJh4iGr/KeHS9/ta+Vd2Dq84hW+aqEwO8+4HfY8hVAoTsJ2AgK84DTvrAAgT1NQ8rMfjf9A1+TFYH2JJyNgMPIrRqHE5yBrYI5d8sz916x3YEwcar+2VF0B9TmVZVsPfaVTQc0HNKDAzM8Pq6pPnyerqKlNTU4fe99Zbb/FHf/RHvPrqq/tKOaenpwFYWFjg8uXL3Lx5c2BxIBluDJqh0ssNVEqJaZrYtk02myWfz5PP57FtGyklnudRrVYplUqUSiUqlQq1Wg3XdWMJTNJu2HccSPP5G/TYmq+/XC7XuP4sy0IIged5VCoVSqUS5XKZarWK4zi6hlTTQGw+7CpQ31l4Bl/W1w+K/mAmr7JW6etzlRMXEXtp+262gHPm42AMe01DQDYPKgFBkvlkgihQyOlpsDJDHNBhxNQc+ENsGezFeJ4MEzU+vu8lZdnx7b9fttZQa+0FnKDrUyASGIYR4+A0mogQMp5/HTh//jwrKys8fPgQ13V54403uHLlyr733Lhxg69//ev803/6T5mYmGi8vrOzg+M4AGxtbfH+++/v8yrol2E/ZTUJxPd9TNM8lI4MNJTj4GGRtIAjaePRaPrhqEwcz/MSe/1pko/owlnfK86wkV9o/GxV+/MLaOyzD78Bb2IBJz+JXXrSvtAzTNTp57DvfQDVIXWlmV9ORjnB2OyhDBDhu8jTF/E/fHtIgzpAJg9HBJ1RoyYX4EGMXgOnLnBQeVNSJM8vowXq5juI6f2rjQdLNINnT2BeGDyPkkqaFxo06cEwDL70pS/xla98Bd/3+fSnP83y8jKvvfYa58+f58qVK3zzm9+kUqnwta99DXjSsvDu3bv8h//wHxqlP1/4whdCEQeE0rPLxNKp72XAX/7lX/K1r32Nf/Wv/hXnz5/vevs7OzvcvXuX27dv89FHH3H37l02Nzf52Z/9WT7/+c/vKwkYla+JaZoIIRpKWhrJ5XKpbhuXz+dT247y4LF1KscJxLikX39pPGeBc/eom3I1k8/nqb3+/yJK7YN1heDx+Z+hYhYAsHCZ2rzR/04V2Hfe6ylAUkKyff5TmJaFLLUqgVBkHt5GxJ3anxsDoYa7Eh4wudC2PMR3RSL8B8TJc/A4xpT+JhQCrBzsdN+ycyCkRD33Ust8XHn9PSjvxDOOfsmNIf/3/3tfQB0sDLUTAIIFpKR2OLBtWwsEmrbs/OUfx7Kf4k+9Est+wkRnDiSUbvpeApTLZf70T/+UixcvHrm9H//4x9y+fZs7d+5w9+5dtra2KBaLnDx5klOnTvHCCy/w9/7e32NsbAwhBNVqNcrDi5Tj8DDQpoujRXNXgGw221IE0JkAmqhRtQocIQwA1ObPNYQBgII3WPs5qVTPK6fO4nk8w8J22pUjCKpzp8lkcog4g8/CWKPGf6iMH84aaCYR/gOZLKx3Z3wZBWL6BGrlZnw7PHWhfaHu2FTyxYHyNjz8CBae2vfyUc+k4PklhMA0zcSKBBqNpje0OJBQuul7CfDaa6/xyiuv8Cd/8idHbu/NN99kZmaGn/qpn+LUqVOMN9XFKaUolUojZTTTjuPwUDoOxziqdMoEUEpRrVb1OdQMBbW2cmSgrqwsjyfO7nvNqg7WJaBXvwGVKbA7NlcfZ1txABBQHZ/FzuSQd2NYJZ87lQwTQuhYx1r3H5jB392E2nCEfjG7NLysAcOCtRiFESFRk9Ptf58fi28sA6BuvoNoEge6XYRQSjU8CQJD3GGbFwohjsVCkWYA9PejLdqQMKG06nu5tra27z03btzg8ePHvPjiix2396u/+qv8/M//PJcvX94nDASk5SZ6XAwJj8MxJplgpaSdMafv+y2NOUGLOx3Rf5/IUB16zW8vPosvn5iNZXAQRwXoXXBUCUMrqiefBiHJWF2sXQhBLVvEfeo5kBGapGXzyWmlOD7XMfsDQPgOcvlCDANqgZ2BjSFmLUzMxepJIU6dP3I2rexkmUS2Q330PupAyUwvz6ugDMtxnIYvQSCQazSa0UFftQmlU99L3/f5j//xP/IP/sE/CGV/aQo203QsrTguAkgSaCcCZDKZhghQq9WG1p0jKYR1rMpz8a99HwZomxcmabvO/PX24oA7Nsdmfn7fa/kBSwqgNzNCf2qJsrXX+q3Wva+Ka1o4Z54DO9fr8LpjbBq8hPjY9PCVFH4VefpSdGNpt9+5k+DWYt8vgMrk4WGMGQtCoKZnjnyLMkfE3b9WhnvXGz8Ocv8LRALd4UCTVJSQsfwbRUZz1MeATn0vK5UKt2/f5vd+7/f4jd/4Da5evcrv//7v8+GHH/a1v7RMgo9D4Hycgs64CNIh+xEB0lCOkxhu/BBPmnDrrWGPJH3UKm3N2ZSQrM8/c+BFhVkZrEuBoeop7t2gpMHOzHLjZ1HrbeXXE5Lq8jOowmRPn+vI7MnklBNMzPeewWAoxPRC5/eFhWnD1uP49neQ3Dh4MZqInjiL6jjlUPW/ywigbr4T6vYCPx0gVpEg7fNAjSZKtOdAQmnuezk9Pc0bb7zBb/7mbzZ+n8/n+cY3vtH4+dVXX+WLX/xiT90KmknLjfS4BM5pOV+tiPIcCiH2teg86Ang+74O+IeEenQTY2eV2uRJVGULcf8aLA4pLTqFHNXCsDp3joqZ3/daVjiIAVd/ZQ8lCbXFC3iGBYApZV/lJQqoLp4ls/4AsXav588fws5BJUFGcqr3+5JAwdQ0amezLhBFjJg/Cat3I99PK1RhEh7G2LoQYHa+83uEgPHpobZ17BZ19yrKrSH2xIywnscH2yCmrROMZgRJ8Tx6ULQ4kFC66XsZFmkLNNN2PAc5DgLIoN0YAhGgWQgALQJEySDnTJV3MO6+j29mQAiczBiZRzdQ0yejSxU/ZojN1s7xys6xOvnUodfzbghB8U53mQd+tkipMNv42VSDBQ3Vyfm6UeFKf5l0DSZmYXuIq+DNTC303ZZP+A7y9Hn8a+GuCh/CMGFnrfP7okKa8XqWLJ5BdZt/WxgfCXEA10HduYo487FI5lLB87dZJIiiw0Ha54EaTZRocSDBfPKTn+STn/zkvtd++Zd/ueV7X3311YH2pU1jRos0P/h6mSQ0iwCBEBBsI3BLrtVqWgRIMMr3Edf/GqF8PLNu3KWsDJRBXP9r1DN/a8gjTAeyjUHc1uKz+OLAVEApzMrgBnyi1F0wWz5xEeSTe5rowW+g9Y4Ftfw45unLmLff62vFnekTyREGENCm13zXW/CqiNOXUB99ENKYWuxjYXl4WQMTc/Aw5n3PLXb9VpXJ9dzSc1iom+/AmY9Fuo/mNohBh4Pj5tWjGTIj6gcQB/ovEyPb29v84Ac/GPYwWpLmYDNtHMeHZzCBsCyLTCZDLpcjn8+TzWYb/ZUdx2l4ApTLZe0JMCp89L8w9urLfSvbeNkzswinDA+ut/ukpltqZUT5cLDvTSywlZs79HpeOgMb8ElfIbq4V3nTJ6nZhcbPhhShmf+5Vgb37MfB6tEt3soc3UYxbqYW6n3oB0QYCqLyH5AG7PaX2TAoSimoxtyycX4Z1Uv5vGVFNpTQWbmOqg4o0HVJUF7gum7jGR/GYpWe02o0/aMzB2Lggw8+4Hvf+x5Xr14lk8nwwgsvYJrJ+tPrG+nooJRKbaZH0JvYsqxGVkCQru77fsPcaFQD/rQKO32XE6zfw1iv14YrBL7xZALtZMYwnTLy4Yf400vQJBxoukcIgWy1Ai4lq3PPHH4dyNYGD0Sl0zlYU4a5z4QQwOjSwLBbXCHxT1/GXvmwezO/qQXYehTqOPpGiNCc/wUKOTWFH4H/gFhYhjB8HvrZ9/QS6v6teHe6sNTT25XYm2eNwjPA91Ef/Rgu/2Rsu2z2IAhEgiD7T6OJAqXjnrYkK0JNETs7O9y5c4cf/OAH3L59G6UUn/rUp3jhhRcS2dIlTeJAWgOwZkb9fB0sB2gWAYJjG2URQNMZVasgP3q7kWrrW5n9BkGGiS8kElUvL3j6Z4YyzlHhqGvKbWFGWJ6/QNVoIbiE0KUAQHQRiNcWL+LL/dMQww1/BdgHKifOk11bgfUOdd9Ti8kRBgAmF2BnPbTNCd9FLp/H/zBE/wEhoUVmShwoIWErZp+D2SWU0eMzWADFSdgO71xGibr5bqziQDOBeWEgEgQLA70w6nMkjWaYaHEgZBzH4fbt2/zFX/wFb731Frlcjpdffpmf/umfZmxsbNjDOzYMamiXZEbtuJo7AxzMBAiMAZsf/JlMJtUrBmn+bnaNUojrP0D6T8574DfQjGflkc4uorqLenQT5s7EN8YEc7DjxsFr6qCwZq6t7Kt39jMFVsdOt9x2gSr4g9W3o0DsHh0E+flxSoWpfa8JIeq91iOiMnWCjJ1DPLjR+g2mBX44JQ2hIAR0kYHR82b9cP0HxMJpWB9S1sDUCdRKm/MZFYun+vtccWpkxAEe3Ubtbg3VEPZgh4N+RAKNRtM7WhwIma9//ev8z//5P7lw4QJf/OIXee655xq/c113X/u0JJEmlfU4BF5JPF+9igDtSPP5S/Ox9SJ6qLvvYx6oofZb1IW7mSJWbQeEQN6/ij95ovf68RHmoNlmq2vK9/2j/+61MuLA33pr8VmUbJ3BlnVDqG2ns99AaeHiIUMoM+pHo4BqcRLLfhbj9ntwsIRhZgmOaPkYO5OLkbn/C8NHTS/AWusuFt1vSEBtOO0elZWBxzGLEjOLqH6/qLlC5/ckBaVwr/8veOalYY8ktg4HmmOGNiRsixYHQkYpxfT0NKdOneLmzZtsbGxw8uRJzp49mzifgbQSpKan9cEx7OPqtGrZVcDSgSSKH5pwUFurGI9u7n8NgW/Yh98sJb40kaouKokbf4O69NMxjDJeDpYDNLfeDFbPHMfp65oSG/uDP3dyke3sTOv3Kh8jhPRwo3b0arc7u4zTYkXSCMmIsBOOncU/+3Gsj378xPxwci5ZwoCQkWZRCKj7D+xuwQDmc2JhuXOpRlQUp2EnZq+BxeXO72lHZrSETf/GO8gEiAMBzR0OAiPidiKBnkNoNP2jo9WQ+Y3f+A1WV1f57ne/y/e+9z2q1Srj4+MUCgWWlpb4xCc+oYWCGEj7gyGO42tesYxKBGjFsMWPqEmzcNUJ5TnImz9EHFixPeQ30IRrF7Gr9Rp4UdlGPb4NswNM0IdI4AvQLK7Bk0lvUBIQ5vdDNge80mB15um27y1Q7a/t3wFadUYIUIbF7lSLtGwFYq9rRRx40kA99TGse9cQIZvzhcLUImyvRrqLuv/AOfxrA/gPDKmrg8qNwcM78e50ah5l9e8Z5YvRahGm1u+jPBdhJGu+GnQnam6DmOZSRE00qJFpLho/ybriU8LMzAyvvPIKr7zyCpubm/zoRz/i2rVr3Llzh+9+97v84i/+In/37/7dfeZrSSAtQUvS/q5hE/bxDUsEOIq0nr80XF+t6Pa4xPW/QbZYHW7lN9D4XSaPqmzWtQMhkCvv408ugNki0yAhHDQHDExom0WAuNpsiiZxoHriaWpm+64PWWfwkgIUiJ32Le1qJy7ityhpMA0RijDRC74QVJcuYtd2kY9vx7rvI5EGVOMRSoTXv/+AWDgNG0PKGrBz4EcrnhziRGufjq4RQLYAld1QhhM1YvZU4oSBZoIOB4FIYBhGQyRI6xxCo4mD5F71I8zOzg4rKyuMjY2xuLjIz/3cz3HlyhV2dna4efMmi4uLQPICoDSJA5rDtKpfBhoP02GIAK1Iu7hzXFEPrmO2qZ9u5Tew7/eGhdEwilP18oKLPxXyCPfT7ffwKK+NoBygGncP9oBqqeE34GeLPMqfbPtWiY+sDF5SUPcbaB3k+4UpSvmplr8zYhYGApRhUM2NkZ2YQ2wmpEvB5ELkWQPN1P0HFmGtx0DfC6fFYq+o4nT8WQPjMwNlDTQYmxoZcUCeujjsIXRFqzaIGk0nlPYcaIsWB0JmbW2N//Sf/hN/9Vd/xYsvvsiv/MqvMDs7y3/7b/+NmZkZfu7nfm7YQ2xLWgKy4x5cRlm/rBmc4/jdVKVNjJWrrX/Xzm+gCSczhlFabZQeiPIWavUOzPTpGt4H3WTYJM1JuzlrYHPxMuoIM9yCKofSg92otQ4YFVBaON+2fETGWFKwb7/ZAn55m8rYDFlhIIa1Et4YkBF78Fj3H5jE393s2n9AzJ0cXsvHYTy7Tp5t+93ticIYJESD6oQ4eeGgZWfiCRY7bDu5mWUaTdLRsknIvPPOO9y/f59/82/+DbOzs/zX//pfyWazmKbJd7/7XYCGwpk00hS0pOlY2iGlxDRNbNsmm82Sz+fJ5/PYtt2owatWq5RKJUqlEpVKBcdxRsLl9zicv7TR7pwp30Ne/5v2q8lH+A00tmFlUM3vEQJ57z1wuzOwc7Yed/U+eHJdmaaJZVmN68qyLIQQuK5LpVKhVCpRLpepVquN6yppyD0zQmfqJDuZ1iv2AZlaCCUFtPcb8OaewrFalzQYQj4xBowRJQR+I31fUClM4U+3z66IhcnFodTxB/4D3TOcZ4iaDKHDQq+MTaHsELIGAGW3L+tJFMVJxNT8sEfRF3r+oOkKIeP5N4KM5qgTTCAEzM7O8sILL7CysgLAwsICW1v1SVMSWxlCem6oacscaCUCSCmxbRsp5UiLAK0YxTF3S5qPrS233kIeEewc5Tew733GwfcpxM0fdvycu72OfHAdr7Q/+A0cr1uJa1LKhjlgcF01iwCjch7F5kOUNHk8c3R6sKE8ZCUMcUAhdg73cVemzc7kUvv9i+GUFMjcGPhNoo6Aam4Mf1iGl9KEUM5DfwiviniqvWFl432zS9CD4BYWCqA0hLaJp86FkzUAKDMckSFq5MkLI3Of02g04aLLCkLm5MmTTE1N8cEHH+C6LhsbG9y5c4f/8T/+B+fPnwfSE4QnlVF9oB1VDnDQyTyfz1OpJNBhOyTSfI2k+dgOolbvYHRI0+7kNxDgZMcxdx7um6SL0gZq/R5MtQ881eodJAr18AaZpz/V0hywVZmNaZqjfa6qu4jKDqWly7iHhJX9FFU4LfOEomWGSPXERVQLE8IAw43fk0EhwGmxXyGoZotk5s8gH96Md1CT87F6DbRCCA81swirR1y3cjjXhZheQq3cjHenhQmUHWYNuwLDGkqmTC8Yy5dGrqQgYKTv25rYUPp70hYtDoTM5OQkruvy+7//+1y6dAnf93nttdcwDINXXnkFSOaNSwiRyHH1Q9IzBwJn3W5EgHaMqgDSDWk+trTS6pypagnjzrtHNgvqxm+ggWHiC4lsnrIKgbzzLv74PMK0Dolr1a1VDKeeNi6cMqU7VzHmBnQcHxHExkP83Dirxc5p8nZtcCNCAOkc9hvwx6Yp5ybbfkYIoBaOONELMlfAP6K2v2rnsBfPYdy/Hs+ADAvKw8saCBAC5MQk/s5W644JM4swBONGZViwPoRi/VPnCLXjmRAwPgXrDzu/d1iYFmLxDL5+Fms0xxItDoSMlJKpqSk+//nPI4Tgk5/8JOPj41y+fJlisTjs4R1JUssd+iEJ4kA3IsAg7czS0l2iFUk4f1EQ5/lyXQfTHJJrs1KI63+N8I+uw+/Gb6AZz8ojnYMBncK8/RbWsz+zT1zzfR/n3ofsW6/euI8/PofM5Lre56giNx+ysfBsx5pHEw9RDccATx4IbhWC3fn2JoQA5pCuddXhuwlQMzPYJy5grFyLfkCT80NJ1W+FUHX/Af/a24d/Zw5p2jgxBys3491nrojKdpfZ1BOFiWSLA4tnkaaF5yQ7u0GjGQTdraA9WhwImWw2yz/6R/9o2MPoi7QEZHEHzEFP82YhAKLtaZ5WUQDSfWxx4VQrVB/fwTQt7OlFZJep+2Ghbr+DWelcG9yt30CAmyli1XYOBZv+1mPKKzfrLeCC9+5uHHLAFyj8lavIM8/3tN9RxJEWu5n2K/YBBT+sLgGH/Qbc+TO4Hc7xkxaV8SGyhSYjwqOpGRbW0iXMe1eJzITPtKG0Gc22+0R4FcRTT6Nuvf/kxal52Ig/qFV2Dh7djX2/LF8IN2sgIJuPYKPhIU5eGPYQBiItc1mNZlhocSAC3nnnHba2ttje3m7829nZYWdnh93dXUqlEpubm/y7f/fvEtWPNU031CiOZRgiQKfxpDWQTtN38SBxHFt1cxUBeK5D+cFHGJYduUgQHJe/+RBz9XZXn+nWb6CBlPjSRKoDq75CIO+8jT8+W28FB6jHd1o67kqnjLd6F2NmyK70EeLXqqwVTnT1XrsaTkmBUGJfpoiysuxOdBiDUoghtDDs9a7pSANO7gkEbbpuDMT4HGwnI2ugmbr/wAlYrRsri0wWhtFxsjAB2zGLJ9k8KhfN/VJZViSaQ1iMujig0XRFiueZg6LFgQj4t//231KpVBgbGyOfz1MsFikWi8zPzzM9Pc3k5GTDcV6TPAIRoFkIgOGJAK1IqygA6T+2qMWBWqUETlMNtxAHRIIlZESipHJqGLfe6mri25PfQBOuXWgd0CofcfNN1LkX8XY3kbUjUuXX7uKPzSLteDMq4mK35nU0IQSwcEMLzuUBU8HKiYuoDs840zSgGvN91M6huswaaMYRErV0CWvl6v4OB4OSwKyBACFATk7g725CJg/rR5uLRoHKj8OD7sTGUFm+GFnwoMSemJrEZ930CUQu2SWwnUjz4oJGEwdaHIiAP/iDPxj2EPriuN1Q24kASik8z8P3fWq12lBFgKM4budL0x3VjdXWPWobIsFNTDuDNX0CGbIngbj+18guXbh90+5r8u1lCqjKVsuPip1V1NYj/I2HHNUwrFFe8NRzPe8/6Xi+T6ncXSeTgheO1wCAbGox54/PUslNdPyMEWaQ3SXCMFF9VjK4QqBOXMS+/2F4bvMTc4nxGmiF8F3kqbOo3R2ohJNl0hNGJv4g2s6i8hH6kgjq2RA7G9Hto0901oDmuKA9B9qjxYGI2Nra4v79+2xsbDTKCR4+fMjf//t/n4WFBXzfT1zmQFqDzWYRIBACYHREgFYkvSPDoOhj649qaQfpdWgLJwSuU8O9H45IEAhr3p33MErdT3Y9K9v3Pn3Dal2rLgTi1ltIOw8d7q+ytou38QCjyacgDezulruOpayQSgpQIHbW6v8rBLtz57r6mHRi7lJg2vhdeGEchScEtRMX6gKBe7g7Q09YmUQGiIeYmIZsFqbmoLILG49hN4Zsh/HZIXkNXIzGa6CZ4mQiz30axIE0zx80mjjQ4kAEbGxs8J//83/m2rVrGIaBbdvk83kcx8HZc39NmjCQBppFACEEuVyuUZfv+z6e5+E4DtVq/D21wybNqfea/qlttckaaEWzSJDJ1kUCo/0j4WCWzb5ra2sVde+DnubTfo9mhM04mTGM0mrLzAOBj+GU8TOFzht6/BF+cTr0DIph4XkepXJ397cMDsLpLsOgEwIafgPu/Dlcs3O5iJRi8OC6R4SdRZUHX/H3gOrieTIPb0Ct/7+hmJhDDaEtYC+o8VlUrQQokAryOcgvA0+B50N5p+68XwnXjEApBcNwy7cyqGIX945ByScwdT9XhOnFYY9Co9EMGS0ORMB/+S//hZWVFf7hP/yHLCwsYBgGhmE0AlbNYBzMBDgUqOxlA1QqlVQH0VodHz2i/D5Wdra6TunfhxC4tSruyg3MTI7M7BKmZTeEgOB7FlxXgd9GcCzK85Af/BWyh2NTiHpZQZ8oK4MSoq0YIX0X33PqveOPQCgff+UacvnZvseSJHZ2uw9U82GWFOwF+crOsTPRXSZG3JMPJQ1UJbxj9oHq/DnsR7f6awVpZVHba6GNJwpUfhyF3yat3wcDKBbr/5DgerC7DesPwBlMhBfTJ1D3PxpoG30RR9YAoGw7caaEYulC436f5rmTRgP1eYimNVociICdnR1efPFFnn129CacSXLA7yQCNPczP4hpmok6lrBJe1lBmonivCmlcLbXus8aaIUQuLUK7t0PsfMF7OkTdRO2TtfQzR8iewwE+vUbaMYzMpjtSiiEwKiV8TJGx/ICUdnC23qMMT470HiGjet6lCvdnwezEl5auCxvA1A5cQm6rOM03HgzuGS2gL83zrDwUVTnTpNZvYPoddvjM4n2GlBWBmVnoevsEh9MARPjMD5e/x44bj11fv0heG73+xYStoeQcm9aqLF4VvSVlIkLTYKSglGeWwghRnr8Gk0S0OJABDz//PNcu3aNDz74gKmpKarVKo7jsLu7y9zcHAsLya1xHVZA3dwesJUI4Lounte9eVVaRYFm9ANQE1DZ2UL63U++j0QIauUStTvXMLN5rOlFpGxt76ce3cLc6j0tehC/gQAnO46587CtyCBEvaa9U3mBAPxHN/GLk0g5uo/End3u6/ezqoYIK6VfgdhZx5tYoJLn7yWoAAAgAElEQVQd6/5zMbYwVEL01aGgq20DlZllsuv3ELtdBrR2DnbWIxlPGChpoMZnoF9/BgHggyVharr+T0mE66A212Dj0ZEtIcXUImrlZn/7HoSYsgaA+n4yOajG7LvRDsOEE2caPx6HOZTmeKMNCdszujOhBHPq1Cn++I//mB/+8IdcunQJpRRKKba2tnj55Zf53Oc+l0hDQog+4GyuWQ5DBGhH2lfW0358aSWKCZfv+7iDZg20Qgjcahn33nWsXAFzanHfPUtVdjDuvtfXpgfxG2hgmCghEUd0re+2vED6Hv7KdeTJS/teH5VrzHFdKtXug/0wSwqEAHyf3bkzXX/GivnZJ3NjoWcN7EdRmTpBVkpEN6UCY9OJzRpQgJpZCr+9ovBRlgGzc/V/SkK1AltrsPnkb6FMG1bjb5mIYaLGx+Pd59g0VIdguNgCsfgUVjaP53kjc9/TaDTRoMWBiHjmmWdYWlrCNE1yuRy2beP7PsvLy0ByDQnDeih0IwI01y1HQZofcFrVP940X1/ba4+QKsKWcELgVEo49z7EyhUxpxbqBnQf/jXiiNW/dgzqN9CMa+WxnCMC3aC8IGt2LGMQpXX8nXVkcSqUscXJzk4Pq49KYYRZUuDUcBbP43UQYJpp2WkiIhRi4Pr3bqmML5CVBuIok0E7Dwn2GlBzy+ELA60QPmRtyC7C/FJdlSiXwPPg1vvR7/8gpy7ElzUQUBiDpGhEJ87jeV7DZ2aUujc1k+Z5nyZk9HelLVociIALFy5w4UK9dmt3d5dqtUqxWMS2w5kQJ4mjHMzjEgFacRyC5zQ/BNN8/no5b52ur1qtRnXzcfhZA60QAqeyi3PvQ7JuGbvPtPAw/AYC3EwRq7Zz5PaEAFkrdVde8OAG5CcSK962oua4VGvdB9t5aoh+jCvb4XnsTvXgcK4UwomvpMDIFfEGbF/YNQIqYzNkhYHYaLP6PTaV3KyBmZPxCAOH8EGAGiviW1mYmkFWq7C1Do9Xok+9lwZqYjLafbRAZXKJ8R0QJy+ilMJ13X0LO4ERrUajOT5ocSAiSqUSb7zxBm+//TaPHj3ixIkTLC4u8ku/9EuJnni2C1xaBSnQ3sF82KQ97T4pf2dNb7Q7bweNN4N7RKfra3f9MbKP1fuBUAoPH9+w+uqO4FkhlBQESIkvzY6ZE92XFzj4D24gT5wPb4wRs7PTW6Cd9UIMlJWiOjbbtQkhgGlIqEaY6XIAPywvjq4RVApTZKSBXDuQMp4tJDZrQE3MoeISUdpRnIbyNkiBn8tC7gTMLyJ8hSiVYeMxrK6AH/L359R54lFY96NMIxniwMQcojix76Xg2WMYBpZljYxIkOZ5nyZc1DAu+hFBiwMR4Ps+3/nOd/j2t7/NT/7kT/Lmm2/yuc99ju985ztkMhl+4Rd+IZHBa61W49atW9y+fZt79+7x4MED/sk/+Sf71OOkiQDtUEolWoQJg6R9f8Imjd0mAidl27b3iQBBJoDneTiO09Vx+76HX9qK/fFm+jUQBrXiDJmthz2XFvjm4GaEzbh2Abu6dfSbeikv2HmMX5qH8eSXF1RrDjWnh+BXKcxyOCvDvmHhFmZw3d6CbyNGMUtkC/gRGREevWOo5sbIzC4jH99+8np+ArZX4x9PB1RhAuW7cIR/R+RjAPxWJplCoAyBGivAWAFOnUa4PmJ3G9Ye1s0NB0EI1OT0YNsYBGmEL3b0SNCloJngGeR5XqPcYJREAo1G0z9aHIiA3d1dvv3tb/N7v/d7WJbFf//v/52/83f+DpcuXeJf/st/yS/8wi/0tL0333yTP/zDP8T3fT7zmc/whS98Yd/vv/Wtb/Htb38bwzAYHx/n13/915mbm2u7vVqtxr1797hz5w63b9/m9u3bPHr0CNu2WVpa4sSJE1y6dIm//bf/NuVyeWSD0FEddzekLWg+yKgfX3MbziDbBp6IVo7jNIS2filvrCKJeZLme3UxQAiUYVIrzmBvP+p69StMv4EAL1NAVbY6VioIAcIpAwJlWtCmM4EA/PvXUGNXQh1nFPSaNVCUzsCBiDIsnMIsHgLVR8cD6cTnzj7Uu4gQVLNFMvNnkA9vQrYIO8nLGlB2DmXZsfkytKU4DbUuvhtCoCwDNTkJk5OgLiKrDuxs1ksQSj0aT54cTtYAUL/ZjE8PLnAMOowD4kCrudNBkSAQs5NGmud9mnBR+rvSFi0OREAmk2F1dZV8Pk+lUmmsrIyPj1Or1SdT3d7AfN/nG9/4Br/7u7/LzMwMv/M7v8OVK1c4depU4z1nzpzhq1/9KplMhj/7sz/jm9/8Jl/+8pdbbu+NN97gW9/6FktLSywvL/P000/zmc98htnZWaSUuK5LuZyQ1joDMOrBZTek/SE4KpkD7dpwBisstVptnwiQy+V6Xm09iOe6qPJ27Cmp9ayBJ3v1rQxOYQp7t7u2bGH6DezbrmF1ZXJnBCnmNQeFQEkD37DrbbyakF4N58ENjKXDK2pJoVKt4bi9Tc5zbv9p48owqeVnccwcsrYDfVybUggIq4ViJ+xsZO0Le6Fq57AXz2HUKonLGlCGiSpOQjW87hV9j6VNu9SOCIGftSG71wXBV8hyBTbX6iUIR4keQsDMbH/7DYvCxHDFgUwO5k4derndszcQCaSUiRYJNBpN/2hxIAJs28ayLNbW1pienqZSqfDGG2/w+uuv87nPfa6nkoJr166xuLjIwsICAC+//DLf//7394kDzz33XOP/L168yOuvv952ey+//DIvv/xy29+nJeBMYtmGpnuSKAp06sDhOE5s6ZbljcdHtvCLBN9DKHUouPcyBVy3htlFgBGq30ATbmYMo7Tak/AgUAjfRfouygmEgr2MAiFQ6/fxpk+A7N6FPy6UUuzs9ibiCuUjSt2JOPuQJtXCLDuyQJ4qstpmZVYphO/VjeUAhHHofGTM+JZohWGhhr0avkctP4mRcbA8B1HqUAITEwqBmlqE8vDHo7LF8PwOpMAv5KBwEk6cRHg+orQL649g7QE0l7WcOIsa9jQhlx/q7sWJ84fmSt3MnYLnXtJEAj3v03SL6sEr57ihxYGI+NSnPsXNmzeZnp7m3LlzvP7660xNTfH5z3++p5vX2toaMzMzjZ9nZma4evVq2/f/+Z//OS+88MJAY08L+iEx2gzr/DVnAQRtncLswDHocXmuA9X4jcMOZg004+QnEZ6L4R4djPlmNOKAb2VQQvSdSbFPKACUNPENi9qtd5Fnnk/cvaRSreH2mDVQoAq9iFfSpFaYYVMWyUjIOduog59XfsNzQgkDFWRgKFUPwsT+1WBVK8eT7WJm8IdtrteMYeF4Ls7EIvb4HObqHcSQhQs1d2pInQkOozKFaEQKAcqUqPExGB+D02cRNXfPr+ABaqZ9+WVcKMsarilhC7+BXjgoEgRZc0kU+DUaTXdocSAifu3Xfg3Hqae5fvGLX8SyLM6ePdvzdlrdYNtNVL/zne9w/fp1Xn311Z7302nbo4bOHBht4phYCCEOlQQAjRWQXswB46S8/jj+yaTvtswaaCAEteI0ma2HyDY17XW/gWjEAQDPyGB6gwdcApoyCsqo978L82dh8gQkwOS0n6wBgKzTZS22NKjlZ9kyiigEBVmDID1/L+iv+05IlJCoVt4NQiAU4Hv70sVFTGn+ws6gyjGVL3QiW8QPaumFoCZMarNnyLoVjNU7QzGjU7MJEgZMO74uCUKgMhYqM406cRpZ2wUv7m4W+xlE1BwYIRFL50LZVCASCCEwTVOLBJrEo5LRKySRaHEgIrLZLNls3ZX70qVLfW9nZmaG1dUndYqrq6tMTR120X7rrbf4oz/6I1599VUsq/80WB1Qa5JCWN/FwBywWQiAJ5OZoCRgFCYxbq0Ktfjrg03f6ZyyLw1qxdl6B4MWJQ9R+Q0EONlxzJ2Hoe5DsGdiePdd1N0fQ66ImjwJ0yeHJhSUK1U8r7fyFYmPrHRYmZUGtfwMW8YYPhJbKjLeLqpSA+UhUCiMek94OteH11M2gwwCiWXE9GwxzMRkDbS9owioWFnk4gUy5S3k+kp8g5paRCWglKBBYWoopQ3V3DQZIZCljdj3vQ8BFMZhdwjnZP4Uwg63e4xSCsdxGuI7EKtIoOewGs3gaHEgJvpdyT5//jwrKys8fPiQ6elp3njjDX7zN39z33tu3LjB17/+df7ZP/tnTExMtNmSRjM69DORaO4QEIgBsF8EGLRDwLApbzyO3VhbdMoaaEKZVj2DYOew8VpUfgMNDBMlZGReDAIF5W1E+T3UynuQLaImT8DMqbadD8KmnjVQ6flzBVVubyAoDdzCLBuiiC8kKEXRqCFKm3vqiARp9v5XFQLh73W2UAojphVykcmjyj061keEzI/jVdtnefhAOTeOkRsjs/UYEXE3A1WcQjm9f3+iQgmBP6TxbIkxpmwHe9jiAEBxaijigDh5MbJtK6VwXbchEgghdBtETaLQngPt0eJATPSrZhqGwZe+9CW+8pWv4Ps+n/70p1leXua1117j/PnzXLlyhW9+85tUKhW+9rWvATA7O8tv/dZvhTl8TQIJBKdRWPEOm3YdAoKSAMdxqFaTYUYWFk6lsteKL14E9LQa79s5nNw41oHVwChLCgJcK4flRJ+6LgAqO4j7V1H3r0KmgJpYhPF5nmQqqidLx0rR+EEBQQtKFbyv+RpWTz6jFEqpei2/aVOuefVe8C3M/o4iU2sRLEsDrzjHhijgITG8Gnm/hOG79XIBY/DpQdAqSqBQ1VLkSZxKiER0KID6xFO5nTtoAHgISuNzWGPTWGsriAi6B6hsAWUY8XWL6IbizFA6JahMkSoWVZkn3MaqfZIvDmW3B1sYRkEgEgCYpolhGJGKBDpzQKMZHKGOY2ShaYtSit3d3VQEnPl8nlIpGRPFKMhms1Sr1VScq4MEpTFBy6RADDhoDpgUh+Re6Pd7uf3gDtKNd5XNV5Dx+hAklMLeWcPYEzMUUJ46FWlZAYDyfbK7j5Aq/tUpXxr1oN13Q8/uUIBnZlHmXiijVL1esvHnDPIlRD1ARtQ9AfZ+tt3m75vAyxQoyQIuEhun/vcSIprzozyEkAjfw6rtRJr5IvLj+AnJGiA/gd+nUJHxapiP74DXnbjQCWVaqLFpqCWrTbE/NjMUMac6cZqHcpoMDgurb8W+/4MI10e8/zfx7nRsGuOV/6vlr0zTHLjd7lEEz/OwRQIhBLadCLlHMwLcez+ea3/p6edj2U+Y6MwBzSHSshqdhmPoRFrOVXMWQHNJQFAGMGiHgFGnWi4hYhYGAAy/zwmiENSKU2S2XKTn1LMGYljREVLi2gXsdu32IsIX8slqvjTxUeB7oQXCAjDdCp7y8I0MSHlgFT6wVmrOVmjewP6RGLUSY5TwhaSanTz0+3DZG5k0cK08dkSZHQqRnJR5w8Kv9T+WqmFTnT9L1inXTQsHuO8pIVGT85AU0WQPlRsfWpbHlqyv1FexwLBCE2H6RRkHr+foESfPt349hvt0YPhrGEai2iBqjhdKZ5m0RRdcaA6RlrSstHcsGMVAOXAytm2bbDZLPp8nn89j23ZjJaFarVKtVhulAY7jHHvX49pm/B0KfAWmGmDSLCS14gxKyOj9BprwzHANtjrhUxcEGuKHEI06/bDzFwzPwXBKoTncC+X31t6wr51I1F4mh29YOBGVl8hcEbpM448akS3UjRgH2oigYuepLF2qB/d9omZPJk4YAFB2bjj7zRSoNBUT+NmxoYxjHwII2Riw4y5jKCnoRFACCPVswWBRoF/SPN/TaOJEZw5oUk1aVtbbkdSHYbM5YJBCCN2bA6b5nPVKpbSD9OKvEzb8wQMtZZjUitPxtgwyTDxphTL+TvhQX3lsdR0GWQTKB+WHpsRL5SNqu/vLDPpEAJZbwrGjrnl+8vfxjAzC9+sdMEJCwdBb0jWwc3iV8OroPQWl/BRWbhJr80HdKLJL1OxyYloWNqOsLKoyHMGilt3f7cmxCmSI1giyK8amYDWmrhVWBuZPt/113M/fIJNASqkzCTSxoVsZtkeLA5pDJDXg7JW0B5hJOb525oBBPWGtVuurrjAt38NBUErhbK7GnuLlK8iocIItz8xAzA9h185jVKINiurCQIf2jELUyw2UxA/Ti0ApTKeM57v4ZnagtoqGVyN6GUWglI8QEoTAtXKImo+hwgkAZLbQd31/6BhWJEKFIwTOxAL2+Czm6l1EhxIKNX0CVU6eMACgChNQGk47xW1jfF/JTVXmiS+v6QgK4/GJAyfOImTrVfphPneDhYNAJGg2M+wGPWfQaMJBiwOaQ6TlBnscygriPL7mLIBW5oCO44RmLpQU4SMgOEbTjPeWWdnZQsawAt6MUgqzX6+BdsR8HXoRd0boShhoZi+LQEmJcmsDiQRKKTwMPDtLxikhnRKumYU+uwsIQLo1/AGzEI7eiQAl9v3s2HlEdTsUwSQxd4tsET9K0z8hqAmT2uxTZN1K3Y+gRYmJGp9F1RIilhxACTm8jhJ2jrLa/z3fFVnGhzOafahMLjYJtVNJwbCfv61EguNeWqgJH93KsD1aHNAcIk0BdZqOpRVRHN9BY8CDIkBc5oDDOHfBSoXnuriui+t5eE3lD0JKxsbGyWT6D6S6/bsppXC312PPGlAIjJCyBoaFkAaumcF0w29n6QPINqUERw5K7LUltPB9r6+OCkrVjQ79TB7XymP4LqZXw3RKeKr/MgPTLVOLUhwA6tkDTYKmkDh2cfAOBplcItoXxhq2CKhYWeTiBTKVbeTavSfjyI2hDrXHTBBjM1DZGcqua7npQ685mGBmIIJ7RS8oy4xHHBACsdTajLD+6+SUYgZzjsCrSIsEGk08aHFAsw8hRGoCap05cDQHOwQ0+wIENYCO4wzlQRz1PoNJRkMI2BMBOtU5Kt9nc3MD0zAZnxiPNJOgsrWBjDlIr2cNhJ2pMJxr0LXykYgDnlUYSDwR1J37fQzwnK4DY6UAz8Vwa5TGlwCoFObIba9gKB/TreD7bj1lv8f7glRe3ZhwgPKEjgixZ9L3ZGxKGjh7HQz6/ZYIaSQic0Dmx/Gq8bYK9IFydgxj6Wky24+hsoPK5mCATglR44dkptkP27J1joCfKSKHLA6Aql9/URuEzizVDTNHCKUUjuMghGgsWLiue2iekOb5niZ8tOdAe7Q4oDlEWm6waRcHoLtzFZgDNpcEwH5zwGGJAFETZDy0ygboFwF4nsva2hq2ZTM+Md74m3a9jQ6rM77v4+5uDClrILzJe/0Yh3MN+qaNQiBCDB1dKx9KVkXwF6lnEbjIDteeAoRbq7eFFPV2jdJzEFJQKc6T336AQCF9F6u2i2vloE1NcbvxWG4Zx446aJCH7svKsHBUFrufVp2WjR+i+V+/KCFRQ+yU4AGlsVmsqSXM1VtDG0cnVGESoiy7OAorS6mNu0DNLpLdXY15QAcQom5KuBntODqVFAghQisPDJsgs69ZJAi8jTQaTXhocUBziLQE1EqpnoO2UaKVan6wJAC67xCQNHr9HgbH1ywERJmCKADHqbH6+DGZbJZisRja962ytV5fzY0RpRRWFF0RhnQ/EULiWjksJ5yUc9fMIkI+J/Usgr2Wh22yCHwF0qki93wg3MwYCIFv2hhOGWVYVPLTZHcf1zO/lI9Z28UzcyjT6nosdWPCiMUBIRC+f+g74Rs2rvIwe+w3L6zMUIPyAJkfD7VDQV9kx9hxfSYKU4jd9eGOpQ3KtMEZzgq906KkIKAic8TbSLANxckYxIGLkW4/DpqNCk3TxDAMPM9LzdxVEw/ac6A9WhzQHCJNN9g0HUszhmE0HooHfQGCcoBqddhpkv3TaVV9X0nA3r/mzwghMPZqFOOgWqlQrVTIFwoUCkcHWJ3G5Ps+3u7mELIGQBKucORLs6/a+rAISxxwzAwyoiTEo7IIfASyVt4nFDlNfdmF76IME8/OU/MmyFQ26wE4dR8BT7l4Zra7DCMUwnNQRveCQj8oIeFgVpcQuGYO4XffwUBJEzXsgBzAsGIvJziIAlxhgnDYyc0wVtmBHoWWyLHzqPJw2hfCXpeCNpTIMhnjWNqSi1icy48jpuY7vm2UsggDkSBYDNFoNIOjxQHNIdISUI/SA64dzVkABzsEKKVQSlEuD3diGiWu4+AeEAK6yXxQSuE6TuPv10s7pEEo7e5SLpUoFsfI5vpbiypvrIYepHcisqyBIaMMC1/I/5+9NwuRLbvPfH9r2ENMOdapU3VOlaeSbN8rGze4zJWKe1tqWX7yfagWbRAewAPcflDbSAaDPDQYjEEPTetBMtgYtV/aNIaGVkP3U4NahnZhKD0Y42s/qKRbVlW57BrOkBkZEXtYa92HiB0nMjPm2HvtyKz9g5TqnBO559h7r299/++/k0BhVIhAIio+J1ddBDiBSgeImW13QBZ15/5+1jpEmIwwf3I/UCZDWrN2mYE2CVnF4sAi98CTDgZ95BqlIDJuY2scbBaIuAN1ixStI+zEQWEQJMf3id57vd5tukrnAC5qaq2oIy5ctLDCKUdBEMOK9pCVE1T73VtVUgA39/3PGNMIBA0b0WQOLKYRBxqucVMfDle5SZkDi8IBi3q6eR0CijKCm04RDlgEAxZCwKpwwHUoyimU1jBZT9U45zg7P+NicMFBr0cQXk+BX5Q5YI3BDc9qeWSVLUg4BKJmgU4IQR52CJPtBpFWKpzU3ko8pi4CodCj82t5CSZoXZrZtzK4dK2knVPk2T+h3ZNZ4ydlBqu7GSiTklUdTMgC9wCAkKRhh3BFB4Na2+HNErZqLydwQpBd+Z4NCQh6d5Dn79a0VZdxSmOH9XQoAMjaJyvLm0zUQ9UsDlghKnWMrSMONDQ0NDTiQMOtZR/FgSJIZ16HgNmSgHVdD/u2f6swVwb/1lrStPoZ6yKAUAcBZk7KcdkIxgP9h48eoXXAwUFv2tlg2bqHj94rNUBvHZxzaFN+CUpGQED91majI9hCHLBCYnSMsp47RliLXiAQzZYUAFgdIU2CKFwBQjDq3aF99o+XxJ5xmcEIaw15sLjMQADKJBjZKmdnFrHIPQAgFVnYIUwvFopkstXdC9cAOgBTc9vP9jFuzj30PDrkcHRe/2w4QPcEajxfF/pgZa/JNGhT8VW/GgG0etUcKxXAM99X/nIbGm4oTebAYhpxoOFWU9fgeTYcsBADoNwOAftcNrGoQ8C8bfY1YIdxmQJAEARkWfUDVwGYPOPBgwdEYUTvoLfwsybPcKO+f9eAYy0b96ZYocDVLw6gAowMUBu0aLRMWiGW3tZxOc4YgtHigUEWXbl+hECaDDdbMiAVo+5TtM7fuTb2ljZDp4Y8bCMWvBhpk2KC6odJbpKNMPffpCbTrUslErO/5/ahVV/cxdadNaA0WTZfnHAIhof3aL33Hc9bdXU7mJY81IIOObfxyqYpI9mqXxwAODiuRhx45vsQ6va+8t+mNtwNHzz+6q/+ij/5kz/BWstP/uRP8vLLL1/69yzL+MpXvsJ3vvMder0en/vc53j66XF+yH/5L/+Fr3/960gp+aVf+iX+2T/7ZztvTyObNMylucmuR+EECIKAKIpotVq0223iOEYphXOONE0ZDAYMBgNGoxFpms7t0bvt+uuk6D88HA7pn5/z6OFD3n/vPd5/7z0eP3pEv99nNBqRLxFCin/TFddbzlL0TPa1TgGkacL7773Ho4eP5n6mDteAdRDYaoIrfecmLCMP2xt+vutXGHAO8mypMGClnj9on3PJWB0xap/M/c5JZwmSC7DzO3kIZxA+ZsOFxC3JgrAqIFfXyyBk3K09bM+xciLaCy4+WHoMExTm6FmPWzSH7kmt7oW8tbqkAGDg9kIagNb8TJFdaUoKGhou48YxvJX/rMJay1e/+lV+67d+iy996Uv8xV/8BW+++ealz3z961+n0+nw5S9/mZ/+6Z/mT//0TwF48803eeWVV/j3//7f89u//dt89atfLaUjWSMONMyl7kHnPiKlnCsCFHbxYpA8GAwYDodTEeCmtA5cRtE6aDQacdHv8/jRI95/7z3ee/ddHj18SP/8nOFwSJZlW+9vXgzYtZ/ZjdnQQl/rBOj3z/mnf/onBjNBknmaQuK/dlk4W4kg4QC1D66BCUbP728+j9SzMOAmwoBecf7T1uHcQY6T869dE3WuOw0mCBxBeoFy9ppAIABtfA3mljxnhCDXMUY8cUU4wO1BCr9sH+JqaslX4IKIbI2SrHPdwUUVp+Avwa0RhFklF3pxl4JZjJC4DUXEKnDR+veqTWjEgYaG/eS1117jmWee4e7du2iteemll3j11Vcvfeab3/wmn/jEJwD46Ec/yt/8zd/gnOPVV1/lpZdeIggCnn76aZ555hlee+21nbfp9nqMGhq2ZDYP4GqbwEXhgLeFYj+L9oBFNoAQwosNvxAh5KRF4zovv7syDS2cJB37CC3EOS7OzxlcXNDrHZCeveddqbXOEVbkGsgI9yJvoEBIRa5jdL580JuGHe/CgMhSdLbYnm5VQNo+5qJ7d+41YoIIabO5ZQJp+xiHRIXBuNsJAmcNOAt27BBQzmBEeKkbgzKZl2DCsXvALCxxGHcw6CCScyQOGXexNYhoszghcXn9nT1s2IV0ne+vYNB7hk76nbFDxSMu6uBG9QURogLOXGtlSUGBjbqotN6gS6dU+aVlx3cR7cUlbZfWf0Pfa5oJrYZNcR6vmS984QvT//7Upz7Fpz71qemfHzx4wOnp6fTPp6enfOtb37r0+7OfUUrRbrc5Pz/nwYMHfPjDH55+7uTkhAcPHuy8vY040DCXD8KNdlGHgCIYcNNwwJuGNeZam8DcmIUvkD4Hz9YYrDForaeD96op9ktrjTHzLddlMLtUZy2PHz9CW0uAqKT2fxHCVdfIZ2/yBmbIg9ZScSDTLa/hg845ZDZCLZiBtlKTdY7Joy5WiMXOaIm+wwgAACAASURBVCGReYYL5s84Zq0e8uIBTi62wkuXYVWIsOPvgMChbIqR27Xj3IwVV6EQpGGXMD3fi1IV2T6ovUMBYZt8LWFgTIYkP76PfvDm6g+XiGt1YXDmdZ2z5O3jtUoKClLd2YPcAQc6hBIFqHVdAx+E976Ghjr44he/uPDf5pb3XfkuLvpMVe+pjTjQMJfb8pAoOhbMBgNWEQ64z1hrr7UJ3CbzwNfgeZZ8pstAnudeZr6Kde4aWrhsS69+u4wMyUVAYFMCm1QeSmgdlbkGgEuz0PuC1eG4veKcM5PrCOmx67FzDpkOUXMGAFYqsvYxedybDmyMDJdv27LvhZCkrSOi0cPFXQqcRWqNS58If8qkGO1HHFjZWUZK8rhHkNXcvlAFmJpDCAFyHUO22eCxL2IO24eIweOKtuoyTgW4GtsXAgz04UafH+5DKKEQcHACD/6xvEXe//DqD024qe9Bt+WdteGDx+npKe+///70z++//z7Hx8dzP3N6eooxhsFgQLfbvfa7Dx484OTkZOdtajIHGuZyE2+0V8MB2+02SqlpOGDRNq+qcMC6KcIBR8Mh/ZlcgPffe49Hjx7RPz9nNMkF2GV/i+MVeAwQzLMMAV7XuVFo4eT74mZ+YCwCzPuZvwhBriKGuksmgko9BNKZygbCDtB75hoAEEKSzwn0MzIAIb2FQTrrUMngmjBghSLpnDI8eZ68dXBpxtPK5ddgFi0PMXNKk4a95d/70QVupoxA2XxcflA1QrBOvJ9FkoYHiNZ69ugqEHHHzzFZgmsdYDYUBgAQgn77DvjKAOge13uspObxhiGDAyLWrkGoks56OQlrEXfgdL1Qypv43tfQsC3OCS8/q3jhhRd4++23eeedd8jznFdeeYUXX3zx0md+/Md/nG984xsA/OVf/iUf+chHEELw4osv8sorr5BlGe+88w5vv/02H/rQ7vkijXOgYS77/pCYdQFIKS/lAhTlAEmSEMcxaZreilDAAufcuOwhz0mShNFohJnkICilpjPfVVMMnpXW0xaBVVKIH8U597Gfs6GFxTqLHAqKa27GRVHKt0ZIMt0icyGhSdCu3P0cuwaqq5net7yBWfKgdWn22QqFUwHSeciZYHw9qeQCOVO+4IQkax+RtQ5gQe39uO3fMneAwLrlar8NYnKTE5jhXKu1wI1bnc1cG6ESpF5unXK1ewBwzjJygqBzgkz6pVqvVxK2ai8ncECOhC2dOQZBevwc4ft/X+p2XcUJga05sNG0jxd+nxZhkbiog0jqdTy4uF2aRCGf+zBBEHhz+9XFvr+zNjQsQinFL//yL/P7v//7WGv5F//iX/D888/zZ3/2Z7zwwgu8+OKLfPKTn+QrX/kKv/qrv0q32+Vzn/scAM8//zwf+9jH+PVf/3WklPzKr/zK1B29C8Ld5rtFw9akaUqS1PtwBy4FA14VAQohYNnAP4qisZXeR8hcBZg5mQBmxaDY5+B5us7JgHnVtpVJ1RkI0xIUIWByzRUvID6vJ2FzIjMqr97aGoIKxYGRaBG5PehDPwfnHHH/XaQzWAS5xwBCZx1qdI6czKY6Iclah2Stw6XBf0aotez9SgJr9JMPBg/RzL9+HWBUNN1GVMAw6G5Ut70tKoyx6WaW/UhLuHiMl8aC7QNszSUFrn1Emu1+jz0cPUD031/9wS1xvVNsUm8JyPnxh3jE5m0B76Vvos//qYItWh9hQfzdN0tZlvy/Po383v9tKmovc0rOllzeNLTW03eChoZ1+Na3qxVJCz78wvd6WU+ZNM6Bhrn4VmHnhQOW0SHgpmhfVzsEFILGNts/Td/XGucpzM/O5BHUESC4yzqLcpSpCDBxAyxbps/cBSc1Q9FBu4zAJDuFFloHUYXCAOxn3kCBEIJRdEQ8ep9ReExs/cwEO+vQozOEczghZkSB1S+zRoZrrUOoALeGOJC1jpCDB0gxJ+CIyQDBTM6hydCxJLfVX+djq/wKh8QVktyi2kcEJsFVORiNu/ULA0KSmXLOw3l8zMHovDLnhb/0jgVIxWO2a0uY6k7tL8ZOTN7Bdn2+SAXP/sC0C1DxrFskElQZcFY1jXOgoaE86r4HNuwpVd1oi4fTvA4BsyUBZT2g1rGq+sRZSzYZ+E/dABVlHpjZMD8Ptn8oL8xvm3Wus5/FtedgKpwUL07brNPXfgohMGL30MKq0/j3NW9gllyFDMNTWtaPddhZix6eA5C2DsnaRxvVfVup1hKE1h6QCUHSOiIaPkDOuTfKbEg+4x7QJiUXHrI+nEWGMW5D94AxBuMUYecEMXwMtlxXz94MldpHuJJau1oEo6P7xO/9f6UsbxbX6uFqbjdpJi08t2Eo4y1lhRIRjDMbzndsSfb09yCCJ+LiPJHgqvvypooDDQ2bUruIucc04kDDXHYdUBcdAmZLAqCeDgF1iANFLsBVN0BhTfdVpw+TMD/P65zmEXjMQMhn1mmtvVQSUMzyFy0qy2IaWqi1N5EgVxGZLESCdO3Hm3UQVTxw3+e8gYIs6GJDQ2YPcNYinEU4g7QGZXOUTdEuKyWg0BmDHvXJWz2y9hFObvbItbD2dlhj1h8OSUUaHRKNHiPkHIFgJiNQjPqI9rGPRiE4k+HYIrtDCNI8R0RdIhxuWF77PNk+xNRskUeVf38ZoQkP7yIfl2uhd2EbSjz+2zAMjrb+3QsXcVrGrP2u9I52FgcWtTCcFcQLO74xZq8mUhoaGuqjEQca5rLuQ2JWBLgaDlgo0nUGAlbtHJgdcF4tCVj2O1dD7qqmtnXmeaXrnJcLUKwTuLVBiUJIchWTy5DQjNYKLVQeauutULDHzoGMACXteBCtBCgFKCCYhL2Nf0bOjZOGrQXnENYiXY60Bk2GthnCZksHsW5izR+ePI9T2z1qcxmtPVB21oDUsKY7xOmQLOwQZBfX7pEyT8hVPAlqdAQCUi/igEEGMS7bLrPCWccI0O0TVHoB+W65OU5InM/QwwXY+BCXlp8BdBb0OArPYEO3xiJcEOFG56Usa2uE3LqkoPh9F3URde9H3Nl5EYvEgVlmRYKinPMmZjQ1wkbDpjTOgcU04kDDXK7eaJ1zKKUulQTM6xCwb0E2zrlSkjuBJ6UAV4SAbaklG2B2nZPaem/r3CFA8GouwKz4NO+4lbHOTZldp3NgS7Y3z0VIUt0mszmhTVALUvfHroHqRYtY7682YIFMxwSsPg5CiHEG3/TeMRYQLJBOfnAOKcaz7NJZ5MSBIMy4TMg4h1O72fGt0puZo4MQkvXPswnbCJMTuOsDYImdzuKr5AKC3Qcr67BeY8Pl5CYnVxFR1IbBo61ngWX7oPYOBQQxWQXCwBjB4OAe7fe+XcrSXPuodteAbR9jd+zSnYddgprFAReGuw1dDk4RvePVn5uQ5/m0VXDR3WDf3ucaGhr80IgDN4y/+qu/4k/+5E+w1vKTP/mTvPzyy5f+PcsyvvKVr/Cd73yHXq/H5z73OZ5++um1l5+mKW+99Rbf/e53ef3113nrrbd4+PAh//Jf/ktefPHF6czsTVKWN1WUZ/dxVgSoqgTC1FCnX0cewWyA4LIwP6UUQkqkEFPhaZtcgEvrDAJMhedw3jqFlOMyksrXOA4tTKRG2ozQJJc6Gzjn0BVnDcBEhd9xprZKhvKAsMySBzGOXhxn9SkQCkSADBSqpFZoYuOh8uZXW946QA4eoq50MJAmJVcRwlnIE1TUxXgJJkyQQYjLdp+xT3KDah0RmHTzOngVYGoOIQSwYQcqEwcgRRId3UM9+oedluOE3DgvogqG4eHOy0h1Gw8pG0txUuz07BD3P7zV7xVOSKXUjRIJGudAw6Y0zoHFNOLADcJay1e/+lV+53d+h9PTU37zN3+TF198keeee276ma9//et0Oh2+/OUv8xd/8Rf86Z/+KZ///OevLcs5NxUB3njjDd544w3eeecdgiDg/v37PPfcc/zwD/8wn/zkJzk8PEQIsRetDTdlWVlBMeC82iaweBD6rpn3Xb8O9eQRzNoYHSCLMhRrcRMxgJLFp2LffIohbnIdFcMpH48hKwOGQqNtRmDHnQ0cAuXBNaDCGJPuZwvDRMQE0s95X+Te2BSrgo1zD6zdbs40bR0RDd7navyAdAbnxvfCwGYYb68M5X1bxoGFchJYeLZ22YWIO1C3ayDuVugaeMK56nAYdxGjHUSt3kn9x0sIHrvuzpfPULTw45NZgmBcWrDlMV2npGAZN0kkaISBhoZyacSBG8Rrr73GM888w927dwF46aWXePXVVy+JA9/85jf5mZ/5GQA++tGP8h/+w3+YO0AWQvDf//t/586dO7zwwgt84hOf4M6dO1MLvnOOi4uLG59c6yYW9KvBgLkxKy31xe/5tKZP69eLJOFbkEcwrwxlNhvAearTh8uhhV6yASb/7/AnEgghMCoklwHapsSZn1R+ofXEb79fGARWaTTVf3+V1lCWHTlsw4bXqDM5TirEpiUtQpC2jgmvdDCQNp+6B8ToHOL1bcq7YLMUqddrzbgWRWBh2CGS4AaPl38+bNVfTgDkMgTj4UslYNC9SycZgNtuAGj34F3Bto4wYvcywoELQcitj0Vp9I63EwfCGO48t/pza3BVJCjcfA0NN53GObCYRhy4QTx48IDT09Ppn09PT/nWt7618DNKKdrtNufn5xwcHFxb3r/+1/+62g32TDHwvCoE7PogW9cOXyZ2Zp2L6upLX+eOeQRFOGUhRK3KBbi0Ts8CTJ7nXgWYqyJB2Y+kuVekEBgVcSE1cXZBaIaVPgrdns4q5WEP7SGMEcZW/LLYtiBF6nAre7eTirR9QjR4cElMVi7HurHFOVKCxHgaBAoFJXe+cM4xMqA7J+j0ApctmJXXARg/guVCWoeYEkor1iVDkh3fJ3jwxsa/69qHUHdHB2AUbd+l4BJC4OLu2GlSJ50evLv5r4lnfwBRUtZSwT6LBI1zoKGhXBpx4AYxb1A6Lzhw1WfWpZjp3WeMMQwuLqYiQJXb67u3/ew6vWYDrLHOokeyEAI7ERJ2STmuU4AJgmDrTINNmRUJZv+8LouOytLlCMUoPCCxLVpZn8CWP+BwgEn2r6TAhR2kJ2GgTNeAExK75ay522Hm1AlFdnSf8PGT+nNhDW7iHpDpAFRr6+Vvgs0ShFRQQbBnnufkIiLqzAksjLvYmrMGHILc+R/wXIiIw84R4uLRRr/ngghq7+ogeEy3tKXlYZegZnHAhfF2EuGWeQPrUIgEUsq9EwkaGjbB1XCPvSmUKy02VMrp6Snvv//+9M/vv/8+x8fHCz9jjGEwGNDtbvfAvAlqrFKKVrvtVcgo2tZp7U9by2fyCHyuUymFDgK01tNWR8A0rDHLslKD/orgxyI12QdZlpHnOToIxt0QPCB4ksq+6Mi5OT+zvzv7sw5OBgyiYx4Hp2Qi3HbT5yJ0VL8F9wpOXo3Yq3JlDpmXKI5E21c87/pdtMZg2qeX/k7ZyXc8HaKuBhNUiNDlXqeXFz4OLMzio3G+AMu/j15pH2HrcC4IQb/1FGzQetOFLdzQT+nSMmz7kBxV2vIStUM7xJJweov9EQJx7wfK35grWGvJsmz6vC7cf3VwE95VGxpuEo04cIN44YUXePvtt3nnnXfI85xXXnmFF1988dJnfvzHf5xvfOMbAPzlX/4lH/nIR3ZyDtwEtNYcHR/TOzgorW3hKoryBTUzYK6a2QyEsh/EhfAQTIQAOWPzz2daVPoKJCrCGcOwwsHBFfJs3LfepzBRfMMs64kApXwjteYiPOI8OCYvyzy2wWDCFzbqeit10EEAZdXHA1ZufzxtnuF2uHc7a8iiNm5mG4QzODm+JwQewi0LbJbstC9rrcMaRk7hOieIzvHiUgNPOKnIapyJNQiSo/trf961D9gHSSUJSyopmDCUfhwyy3GwaTvUO88hou22fRthcZ9EgoaGTXAILz83kUYcuEEopfjlX/5lfv/3f5/Pf/7zfOxjH+P555/nz/7sz/jmN78JwCc/+Un6/T6/+qu/yn/7b/+Nn/u5n9t6fTdFHCiI45iT01PabX+Kf9HdwOeAsrD1aa23OkdFzaCePMgL10XhBMjz/FrewKwY4uvh75wjTVNkBWLIsnVW6QyZ5wYQ+L8RCymwOqQfndDXhzv3Bd8710Dcw/qq13YgsvJs6A52njVWQbzbRpictHf38jJtNu5cMPTY/925sSulanTIKOhyJmJo794Kbydah7XndwxFiO3dWfk5JxVuVH/WAMBjUV5JAcDQBrCDSFcKQsDByWa/smVJwa7ve1dFAp8ux4aGhnIRbt+LyhtqoRiYpWnddYTbYYyhf37udft9twQsiKJobpvJYuCPEDDJAyjr666DYFyj7/H2EYThuL7RU2cDYOugxKIjwrRDwwYBjz5bHxZIHB0S5PCMTWcBHYzD4/ZEIHA6IBeBt2szKLNDAeCCmGxHe7QOI9wubekAgpggH6AvHkz/KlMRylnyzgmZp9MthMQ5u3Fbx7XQATbokF65Z4cK4qyP892aUwckMvZ6X12ExHHw+A1Y4qRwB3ewu15nJeBaB7wZl2+lf274beRgs/yFspGPH8Ob31r9weLz//f/gzh8auP1FIHCZeUHSClRSnnJ89EeJy0abg//72tve1nPRz70rJf1lEnjHGiYSxE2d1NRSnF4dMTh4aE3BbtoCViF7X8ZuTHoIJha+q7mAuQTN0CZOmBhwdc+swHSFJPntbk0FpWPTHMZNnBiLGOdPIKysQjOiem3nsJFm83A7VPegAOsbnkcXAlIy505dbvO+gPW7r7/AkhliJNPvm/apDgHukSnxCqcs6gtbdIL0SGufcyI8JowAJAaOBMdbOdk3NLOEzY62AthAMb3hNHh4vKCMhwuZZFE1bTYzIPtsz9KI97ACdk93koYgPKdooWToHBWbut0bGioiqasYDGNONCwkNtwIw+jiGeefZZut+ttf3a1/S+iyAUoAgKns9oTAaDooOBrPwsxxHc4Y1ZHOGOeI4SYvuRoraetoopchjzLSnVn1CESGCRnssOwfQfCNQdk+5Q30DrcOuV/GwItS0/TL+PysSbb+Zpx2QiBJO09Pf07gcNJOQ4m9Ph8sHlazndAaVz7iBEBySpXmRBcGMkgPkG0emWsfTlBiyytN+/gKiMU5vCZ+f/YOYZsPzqUPBLVnJ+9CCXcQAwX91+ocEu2oxAJineiKkSC2/Cu2tCwTzTiQMNCbssNVwhBp9vl5OSEKN59Vm5ditn6bWbXZ7sEXJ2NLpwA8+x/VQkTy5jmEXjOBsjzvBJh4lo444wIULzkCCG81QXPtj/0JRKkTvJYHZC0n4JVifH74hoIYnKPfeGFEJBclLtQpTFliBvOlZL0L5XC5Bl550n3AmVSLKA9BhM6Y1DhDvdupXGtI0YiIkk3O77GwZmLyDpPVdo9wQT7EIB3nfOgC9H1QbLbE1HQxT2yirpyD4S/94VFOMnaXXS2zRuA6ltXF3k+VYoEDQ2b0DgHFtOIAw0LuS03bufcuJ5OKQ4ODjg6PvbeEnDRILYQAaa2u6uz0RMRYNOHdlHj59P2XwgTYRTV0jViG2FirZKAKyJA1aGF85jtVOBTJBg5xWN9RNY+mRvO5QDncUC+CCcERvq71gG0lKVbwF1Q4kzlpinnc7DZCBCkIsBOjq/AgRDIpO81pH4rMa5wCsiYZMcsmJGBM32Aax9TeiJI1PUqbG2GYHDw7KUBqovau2dalEQSV1NSAJAQlvI92pnOGiGZOoSnv6f6bdmRWZGgCEfe9V3ztryrNjTsC4040LCQ23LDvTqwDoKAo+Njur2e930MJkKAvCICFAPRMmej67L9p0mytWNiW8xERFk0G3FNhJl8ZpeSgDocE7WIBEIwcAFn0QmmdXRpkLAveQMuPsB5rH8WUpbvGgCsLO86KuXacA4ZhOAs2Ux5gTIp1lpC7bEeP88Q6+YxSIlrH5HIeOwUKFHE6VvFsH2KiMqpR3dA7lnY2pTUSczJc9M/Ox9lFmtyVlFJQYHdMIOlErprtGl89vsROz6HfOaTT52Qk2doGSJBQ8MmOCe8/NxEGnGgYSG35UZdOAdmEULQarU4OT2l1SrPzll0LChsc8WgsRhIZhMhQHoMLJydXfe13rqEidnZCHWlJOCSCFPiS9C0lMPjy81VkcAHDkGfiH58BxsfjP9yD6zFLuxgPM+6BrJIgygPB+WUFEywZSWEm/Hg2uQZpjsOOxOT/1EegwnXwUmJjQ8YqTZJmlU22MktnInWuNxix++AaB+Wet6r4pwI1zrAqQA3Kl8Y2wYXdUmoVljJwz0QB1qrt0Hc/9BOq6jrfW+eSODLedjQ0DCf+t/sGho8sOjBJ6Wk2+sRt1r0z8+noX7rUNjQhRBYa7HW4pxbq9VePhOqt8k6d8HMlBr4ardYHJdtWwIuo+jM4BhbjovjX5RUSCmRUl4rC6iK4pj6PL5XBQIfr3cGQV+2CbsdQjOotaLOSYXxvAVKa1yJrQunhO1yyxScHVuizW7XojM5KmxhsoRUaGIVIkyKMikmAdmJS+mOsA42S5A6xOWXxSAnJMQ90tzg8nIDIpcxNAIRHNGNMhg83vj3nRDk9Rtv1kMILjp3aId9GJ7VvTUApBWWFBSMVIvqkibWw4XRyrvcruIA+HUOzFv3tBxyMrFijFn5/L7pnbUa6sPe0DwAHzTyXMOtZ55z4Cpaa46Ojzk4OLimWkulFgbUFW6AbXIBprXrvlsfToSJKIq8rXOXoMTZXICrJQHZkpKAOmz/cFn48UXhJKiizaOaXP964sYochkSYzknHocWBv6upVls1MWV3C1gFdJWU77gqgi7K8vZMSkdcdaS9u4AT9wDIX5Ht2Km9MIJiWgfkQYdkqxcR9C6OODcBiTtp9YveyhoHW3U5rRucqlJWmtY3D1xJqsvb7ig/qBIp1c8M0/vIeLdylz2aYBdvFdJKRsnQUNDDTTOgYZbzyYvjFEcE0YRw+GQ0XA4Vq6NqfT1t3g51FqX2gpvGc45kiSZzq7nZVmQV1C0BJw3uy6kREk5HXwWrgNjDOzwAm1qOr55niMn7pJ13CRlULR5VFpv7F4orgWEgKvHfwmJkyTqgE7kUMPHO89Ur4uLe1jP5QRSKUiqCWIzFcy+C6lKKX6wWYLQEc5kmGxcXqD676FMSj7sQ9hdO1F9V0w6GrsHghapsbgNuw9URWohlR06nTZy8GhlFoeTisyjy6EUog7nacbh4T3043+odVNc2GbkYU4/Q4/D/vKaAyOjFiTzy3jKcA3sI8V7SVFusI6ToKFhXW5qJwEfNHJcw1L2SU3elnWcA7MIIWi32xweHRGG/gyFu7Q+3JZidn3WEVE1zjmctWMnxqRLAIxnJZd1CdiV4vhWMbu+CGsMpobjuyrvoXjZmj3+xbWQb3P8Jz3hz4IjTPsYRLX76lRAXsOMq6rKNaCCSgIVTYnLlOrJOU2FxqkQAUibEWh/zhzCFlnQJrXOWzvRtZl8DwbxCcTLZ7Vd6wi3B2Ge6yKiNulEiHks29hJ/kRdZK0Tb+uy0R4EMPYW7+9tFQcKCpegEOKak+A2vKM2NOwbjTjQsJTbcuPdZj+UUhweHXF4dOTdlu47yK8YDJYtTMxa0heVBBSf80VWg+3/0vH19J2y1mInYkgQhktLMkpDCC5cwHl8im0dUkUKggNs0Cq9jeAqlNaQjSpZtquox70zZm4Lym2wyQgxEX1mywuUzZAVdG64igNc64DECvIsG3+fPIq3m2DcOMAv65wi5pSLOB2SpfvaunAOQpJdSd1+qA+hdVDTBsG58rfuLCinM8VOdBYIFK0e4uQZv9tSE8tEgoaGTWm6FSym+WY1LOU2iAO72sjDMOT45IROt+vteBSzuEXOgS+2rZcvxIxFuQz5ki4Bu+QRbEth+68ljwBKz3sozlkhwhRdKezkZaoYiHg7vpPOBhetU1zJrcBE+xDrO93dOWSeVLZ4W6HTQgRlDaAnbQ0njMsLJvkD2aBa0UsHmKhHms04IZwjT1N0aftXPiMjONMHuPYRs0LZeCa6vvC3TRFx53o2ghA8jO/ApjkLZRC2GDh/532k9iB3IJq/DeL+C563pH5mRYJGIGhoKJ8mc6BhKbdFHNh1P4pSgziK6F9ckIyqmUG8SlZDAv7swBmudxi42iWgqAPctQygyCMIgsBfB4eZPIIy9mEdds17UEohpATnptkMs0nPiyj+3evxRXIu24TtmDi/gHTH1ndhi6yGGnMdBFBFhwLGifW2gpKCKSUKDy5LxmPaye00QdHSESpPCE1CKisYsMVdEuMW5o7kWYqUk2yPKo/jDvStRrdPaZvh+LuaVic0lY0IY5IF3zmL4Kx7j4Oz74LHY596LCkAuCDm0Osar+O0muvDEvc/7H1b9oWidXFDwzY0mQOLaSS3hqXcBnEAytsPqRQHBwccHR/XMqPvs14emK4zCILqLenMdHCoqazCax7Bim4KxTHQ89wYEyfGNgGL07IKj/uaOsmZ6pG2T8fhXlvghCAXGu8zrs4hKionACDsVFoiUabg5axBRfHsX5D3ngZAJuflhn1KiW0dkuR25fGx1mBMTrCnZQYAuYV+cEAa70/a/yqcEOQsH3xlSAYHz3krlwLoe+hSMEuOrschcZWr3UeUhme+r5ZN2RduyztqQ8M+0YgDDUtpbrzzCYKAo+Njur2eVyt8MXBWJQ6cV5UEZFlGlmWlrnMVs2UVdeQR+BQJzGTwVogwpQQErmCd0MIqGDnFmT7Edp9CbNhmz8UHlYT2rSIIgko7MDhd7bVm8wxXpvX2SuvILE3Ie0+jbE5gy6mjF2GbTLc3drhkaYqeETL3BiGQUYeRUZxnEhmXW2pTFTLuriUAD9Ekh8952CIgiLnA/0DdlFwetTEC6B1f/ru734so4f5RdAhqaPgg0WQOLKYRBxoWIoTYv5es9k4JJAAAIABJREFUPaAYUEVRxMnJCc899xy9nr+ZDGvtNAFfbPjSvyylflWXgLyGGeds4k7wnUdQlXuhCGiMoujJPjk3dWNkWbbxOd2FVe6FShCCvpGchcfj0MI1bO8ubGM8ty0cIyAdVLoGY6ovZZG6vIwLmyWXsgdg7AyxMiDY0T3gELjWASO7veNhXH4l0BWLLuuighijWozSJ4Pss0whw/rr2JchgsXlBPPoiwhzWH0wns8uBZfWq/cglLB72XVy27sUrEPzjtrQUD5N5kDDUj7IN94i7KaosS9m1Gf7v2dZhnOOuNVCBwH983Nv9dzTGvLwevK1UuMaXGYGn27y/7uUAhQzzovyCKqijnr54jwrrafHcF2EENNzUOQCFNcMsDQfYDYU8lZnL0xCC1Uc0nYJYnQ2/3NSYZCA/9aFUaixg+rEARdEftwQslzhR0nJpSvEWbKDu0SP3kSbBKO3mNnVIUZFmGyL42EtgU0wQmGEBgl5bufeG30hhIIgZpgZwF79R85tRE8bbL5/XQscYKSGDVt3PhIdjrsnyP6DajYMv10KZhmpdg1+hSvE7Ut/LDNvoHEONDQ0FDTiQMNSPijiwKwAMDujXvysY+vWWnN0fEwyGtHv970MsKSUOOeIomi6nW7Dgew2TAeTQYBZ0IWgCooZ/W2C/LbFTNazaF+nAYGMAxrXDQhcxqx7wee+FuvRWvs7vgjORYxuh7TNEK60xXNRF1eDa0AIiR32q11JEMM2g+GayUcDhA4vCRsmS8lax4SjMwYq2uzZEXdJ8sWhgwuZiALKGayQGBWN4wmcQQhJlqYopScCnR9xyQE6bDPKHS5bvE4HDGSLljQ4T9u2LrLV2y74UwgeBsecxlk1AZ465MJFVXRIXcmFi6g7LcIFerrr4vguqndUynvGTX7Pu8nb3lAvTSDhYhpxoGEpt+XGW3QsuOoGuDqzm2UZSbJbknQUx4RRxODigkGJs47TLgGTlPrZLgH5zGfA44z+ZGa7lhl9z/tqJ+UNxTYU140xZvNBzbrrrGlfi84RYRju/H1Ye51OciY7RO0WUdaHbISLuzWVE0CgJC6rVuCznir78jRBCoEoUcSTSl/rDpCpCCkEQT4kD9oLfvPSQrBhh2xDIUo6Q2BThBufHycgVa1xbb8zZCIicClMOhiMy6FC8oqvJakDjAgnboHV5FaQhj2C5HGloZSbIHS4UTnBnCXwqHWHI5NCVu69I2+feA0+nMUIhQtbiF07ruyAE+LJcObeC9N8nFlX2tbL3pPrr6GhoX4acaBhKTdVHChs3bNugFarNX2IFk6Aqh6IQgg63S5xq0W/3yfdYIA1WxLgnMNuUBIwaw/PjfH2wlnLjP7Mvm6T2r+I4topXkLntWss9tWHOwTqcWpcarmolLdWmomT5OERYWgRZkQd5QRCSlxSrWvACelV+JA6wpXYdcGmc5blLFn7lPDiXTLdWv78CNukSNwa9wsBaK1QeTIOh3SXv3c2Opj+lRMChyAnQLlsKgDnWVqZQOAQyLDNKDNser0mOajoEDl6VPp2bYoDrAphx3u4QXLeu0fv0XevBVjuQl8fem9WMosNe6gaxQEE0DmEi8eI+x+avhMUWULbigRNIGHDB5GbGhbog0YcaLjRFE6AWTcAXC4JKHIBsizzNpgrUEpxeHhImqb0z88vPbinOQaTXICrdem7UMz8qiDwNqirc5YbtnMvFEKMEGK6/euUBNS2r5P907fkvAohkIUY5hx2IoYZaxm/gke0omgcCuj8fXcDWf3Lsog64CGMcIrSUOYl4ywqamOuiATWObKwS5ANyMPrIW4OAa0eaZZzrRZ/+iGH1holAZPh0gRp3HyxU0eks4sREmVzjAwR1iFdPhUp8ixFSoUQ5V3HMojIrCRb0y0wj0EO3fgAFuRu+EK2uiRpOeJu6hTDo+doPfgupYzodci5jWspKShIgza1x0h2jyDP4Kn7078qSyS4idzUCayGhn2mEQcalrJPN96r4YCzJQHGGNI0XTr4r3NfwjDk+OSE0WjEaDicOheqFCtm29XVMqPvcQALy90LVQkxVbkXVlGEFiqlanFqbHPtLnTELNt+IRhaELpDLAykQ6qeOpRK4UYVZw0AVmow/pwDVVybLs/GA/Yr91ajY8LRIzLXQsx2o1gSOqikREuBcBaTZ5CMcDikAIGbe9odkActyC9/jxUGAxgZICwI4abiUpE9EAQh2Q4uAiEkLmhN3AK7H9t+LjmIO9jRxeoPV4EKSHYQOOYxcAH6+DmCh2/svKy8dVxbSUHBSLbqFwfaXUT7YO77zC4iwU10DuzT+2nDzcPvVOHNohEHGvaOYiA3+wNMrd3blATsw4NPCEGr1SKKIi76fUaj8iy+yygGcj6T6GFmAKu111luIQRBGE5FgKslAVVQRzeFwuFQtET03SVDB8H4v698t1Z1atgGBwydQoVdYmGwSXUdBDTWi3PZV0BegckzJOVOvDqTocIWZk5teRodorMBJpz0h78SOiiEINAS6Rw2T3G5Gb+sWTsWBMTEKbDsZLQOyPPrx9HNCBK5DNA2QYcRgnF5gQCyLEXrAGM2K9NxgApbJDlLAwe34SzTHIQtrGfrugNcEEMF95AzIo4O7qLO/mmn5Vzow5K2aIdtIOa45m1wYYS8871LP7OpSNAMshsaGmZpxIGG2lhVEjDbKnBXikDCfUBKSe/gYJxHcH7uPYne+wC2IvfCbJeARe0ai4Gzz24Kvmf0ZzsM+BZ/ZkMygek5qGrfjYMLp9DxAZFJsCUHnimlcUkFKetXcEEL69v26xxSh7iyW+ct+m4JAVKPB56tQ/IsIwwUEoczOTbPcGamQt9alJLAgvKBq6tVAcmiQygEEoNlXAqTywjSEUiFVAFaSfIsI88zhJTjjJY17olCaZwMGVUVVFlTi0MZd0kqfCY8kl1OOini4uF2C1CaM9eqtaQAJgGiUedaRxWfuEDDvR9Y67ObiAT7MIGyKfvyTtdwM2kyBxbTiAMNKyljcDVbDjBbElDM6q4qCSiDfXuQBEHA0fExo9GIi37/Vg9gd3EvzCsjWbdLQJ0z+nVlLyya0d+FZWUZxpjpAGudcLkyyI0jJySKI1Q+HNvbS0C53E/eWRBVMku7Eh1AyYNOm40QQTj33BsdEUpBZlO0zXCJux7X5xxaSZy1G2UwmLC79HqLQs0wfXI2cxGhTYIFUmsBQRDGOGvIs4wgDMnS+cfGCYEMWiSZhYqfU9MWh8rgPNw7hNKkc9wX5a5E8DA84SRPtxpY5636uhRcxURdVI3igHzqeUQQbfQ7q0SCfXs3amhoqJdGHGhYySbiwKwAMM9anOd5LUE5zrmpM2GfmC01GFxcMBz6sZPWPYBdNFifugEm7RpngyV3oe5uCnWUc+gtBZGpG4D5nRrm4awlS9Npq0dfxzgxDohoxTEiHezUL15rjauiN/scTE2TdFX1dZZSY7h+zgXglJq0tJtZt3MoJZGIaUnBJri4t7L94XhgPXPPF4JcRmibwuRZUHw/lA5xiLFzxLlLJR/jwEFFVnFby1lyK0h1j8BW3+LQBi2cB6HKIXjUvsuReXNjgWoQ1F9SUJDqTn25AypA3l3PNTCP2xZc2IgaDbtQ1fPwNtCIAw1LWWTHL0oCZh0BUE1JQBnsy3YsQkpJt9eblhr4muWuK1DPGIMOAgRM8yPWdQNsS93dFKIoIk1Tb20IVwkis46MokvAui0zF1GsJwzDnZazEUIwNCBUm1bocMnF5gMq55Am9eIacFJhS3I6bIrNc6qQSG06HAf0zTnuJssIwhZJno1LB4IAYS0uz7YLhJKKxApWhQAak6NkhLEznxPjFofaZlOBYPxZgzFFDkKARGGyfCZw0H90VWKqb3Eo4w4jjw6WcYvD+/Qeb9DiUCoe70FJQcFQ1BdKKJ95AaGDnZdzVSRoaGhomKURBxqWcnFxwbe//W3eeOMN3nrrLYIg4Bd/8RcvlQQUAYH7zD5lDixDa83R8THJaES/3/c32zxpfVh2h4Fpq7rJn2evm2Lfpq3sPFGXIJIkyXjw4bHEoRBegiCY7ue8c1A26cSeHUYRmS9BBBgYgQy6tDYMLQyjCDd4XN3GzSBbPUjrEQecNaACMCWv3zlkGF1ra1iQZyOCIMaZDJclO4kwJjpYu3wlmNcQQkgMGuVyEJelEucc6bRdaESS5dQ5Kq20xaFU44BIz6QohofP0Xr492t93rRPrp2nOrkg5GRSXuWVqIN86rlSF1mIBEEQ3AonQUPDJjSZA4tpxIFbQL/f50tf+hLvvvsud+7c4fOf/zzdbvfSZ15//XX++I//mOFwiJSST3/607z00kvTf0/TlLfeeovvfve7059Hjx7R6XR4/vnnuXfvHi+99BLPPPMMg0F1SeFVchPEgYIojgmjiMFgwODCT33jruGBW7Wqg2kwm9YaY+249tgDdeURZDNBfmWvd9E5KNajtfbqokkngkgYRaRJueGBi7CT0EIV9ojJVye/OzdpkegHU/MLidAhrmxxAMZBh3PaGo7/0ZWTwB91SDe5L02yBa5tjlBY5xDOLnwu5FlKHBThg/Wds6paHLqw7aWcYB4DAvTRfYJHb63+7B6VFAA4JC7qIDy0O51F3fvBy21BS6Zwmt0kkeAmvdM1NNwkhNt3v3XDSv7jf/yPdLtdXn75Zb72ta/R7/f5+Z//+Uuf+Yd/+AeEEDz77LM8ePCAL3zhC3zpS1+i0+nwP/7H/+B//s//yf379/me7/me6c/R0REwFg7SBUFNNwUhBHEce6vpLxNjDP1+39vgqmBRrbyQEjUnILAsfA7WC3znERSoyWB90+T6IlDyakDgumitve+rVAqtlPd7SaQl2oyw6fzvTxAEMKxgZnYODsjDHs7V57TSYYSraGAjotbC47wrTkjSsLfxvcaIELvgLUfZDMRyV5neA4EA5zhQaWktDmXUZpTX7/Y7ys9Q5+8s/oBUvHn4EVwlxTDbcy97C332j97WJ7on6A+9WNnyrz5zi5LRfRcJtNbTMsGGhk35X3/rZ+Lt//zfO17WUyaNc+AW8Oqrr/K7v/u7AHz84x/nd3/3d6+JA/fu3Zv+98nJCYeHh5ydndHpdPipn/opfuqnfsrnJnvnJmtgSikODw9J05T++bnXWnmlFDoIpgGBxhicteQVzu7X3U0B/AXqmZkOAyaf32+9cAMIIabbuWu7wNkykkUJ7WVjjSE1Ztpe0pcAlOSWxAXEcYjMhjhz5bil/pxQImzXKgzA+DxUNsyt8L5g40PsFtd8qAWjbP7938gAZVMciwWCsYMgmCyjJoGgzBaHUpLWrwsA8Ej1OGmniMH8XAXbOto7YQAg0W2vL8/q/g9Vuvyrz53iObPvToLGOdDQUA37d9dt2JjHjx9zfHwMwPHxMWdny2fBXnvtNfI85+7du2stfx9T/rfhpj9IwjDk+OSETrdb+r5IpdBaEwTBdPAGY9dCnmXjdnUej99sNwWfgUl5npPn+Tgs0eP+TjsMaD39Kb53xhjyPCebnIeyhC7nHFmajs+952OcZRlhGPqb9RGCkYGBiCHuTcPowkDDVbGgQpzerAVZFViTg6zmuLssQZYQmHYVEW9YTjD7uyvEGCNDxIrvVJ5lxLreTLyixaHY9dxFnf3JCBKCR+EJRO25/zwIjzxv0HoMhb9IQnFyH9HqVbf8Jc85a+00WDoIgmaWvuFWYZ2fn5tI4xy4Ifze7/0ejx5dV9c/85nPbLSchw8f8uUvf5nPfvazaw/6b/qg+jYhhKDdbhPHMRf9PqPR/ACwZb9/yY4+sbRbY5bmcdfV+rAITPIdHpjP1OhX4SJQSo1tm87hZto1FrM1UkpvL/DF+S/yCHyd2zpCC590NugQhw43fFj9Omcwe+JgEkGE2yCwcaNllywmOyFInGbbjgF5niEIl4YgjlscJpc6GFxfTk6oNWkuvHS1mLsNVpAGPYJ0uxaHMmozqikMcxFWSM7az3CQv3E5KFNIHjNfNKibgYvGIYlVu4CkQj37oWrXsQb76iRo3k0bGqqhEQduCP/23/7bhf92eHjIw4cPOT4+5uHDhxwcHMz93GAw4Itf/CKf+cxn+MEf/MG1193cgPcPKSW9g4Np68N5A9gq7Oh1Jf3nM/b7MrsprLPeXfIIpm0+r2QDLGvzV3fLxSAIyBeUOFRBEVoYRRFJBbkaQgiU1tNZ3+L4D40gjY7p2BGMzktf7zVUUFsLw2tUGGxmkyFCBePOCCXgWofYbLdlhYEgWVBaUJCLcCIQLJ4dNXlOqBSZlbXNCCUGZHSAGm3YXUNIUrufz/IMycXBfTqPvjsdcNv2EZY9nakWAhd1EVV0kZhB3v1+RFCt26jIDlqHfRUJGhoayuV2+MU/4Lz44ov8+Z//OQB//ud/zk/8xE9c+0ye5/y7f/fv+Of//J/zsY99bKPlN+LA/hIEAUfHxxweHRFGkRc7OjAdPPrukVx0UwjD0Ns6i3adxWz/IooSiNmQpOJ38yzbuOXnbJupsmdjlzG1kXo8xs45kiTZ+dwW52C2PKbowpFNfmZfZo0TnIkWw/ZTC63NZeHC/ZkFrdqVUlZpgQtikh2FAQC5zly/EOQiWpmbYIxBS4uq8bk4zMeD000QcQdbkmBTBSM0o6MnrfqGe1pSUJCHFYeMBTHyzvdWu44tacoNGm4DDuHl5ybSiAO3gJdffpm//uu/5td+7df467/+a15++WUAvv3tb/OHf/iHALzyyiv83d/9Hd/4xjf4jd/4DX7jN36D119/vcatbigLIQSdTofj4+Opmu+Lov1REeTnA2staZquHKyXzbTEIQhQC/IZsokIUOZsSpZlOGu9DtYBsjRFSOl1vcW5LfIvFlHkMxRCwKzLohABNnE/ZE5yJruknaegopk6u0e92m2e4ap0D2S7O0AckKl4940BTJ5NlrgCIchFsNIubo1BS4NW9b34XRgNawpOIoxJ9qycYB4XhORHz4IQPHb7nfCd6mq3T9378O75Emuy7cRBnSJB4YpsaGgon6aVYcNKnHP0+357+lZBq9ViNBrd6M4FiygGUsWgqH9+7r0doNJ6Wj/vk6pKHIQQyElpxmw+w3S9nksc4EmLKe/nVimElN73NwgCrHPIyUvgtGNGld9h52grgx6dlRZW6BBkYWerOvGq0FrjSmqNNw8ZtTHpZpkos9jWIUmJ7fakjkjy9Y6/cBZFtrL8QkqJFZrc1HRenaMnR7glYowTAhu0b5T9uyMM77rDujdjKS0S7rz/N5UsW7QP0T/4f1Sy7KsopaYtiXfFZwtEIYRXB2HD7eMbf+OntfknfsRfgGlZ7M9URkNDxdxGUaBgdt+01hwdH3NweOi104SZ2Oa9lxrM5BFsi5p0ayhcAYUd3cyWBFx52clnWi76opipKbbXF0XXijAMK1vvPDdAlmWYSdvFopNE5d9jIRhYzXl4gm0fl1OfH7X3ShgAKutYUODMDkKSjkoVBgCkWP/4OyGx6JXXmrUWYbP6HARC0HctxJIyDhl3b5Qw4IIer5vn696MlQxdWNl3SFbcuvAqZd1Tm3KDhobbQRNI2PCBwTm3UfjOTeOqxS6KIsIwZDAYMLi48LYd2WTQHATBNJG+aoq68lXhgcVgvrgOZgMCt12vMQalNXhM+p8GQwbBuNuAJ7dGcT6DMCSfvARug1JqGtToJsd/WVhmmqbTmSJv1xTQdwGqdUrHJTDcPnzM6RA8bfe6WFdtNaTLM2QQY/PN9tsBedCCvNzvkjE5oFi3IaEVCoXAuXypfdk5h7AZgQrIanAQOGAo2rRk/1oIpAiiG1FOACCl4qE95d3HLcDR6wrsPvcBK0IJhxsGQ65a7NEzyI6/vIUqrPk+ggubkoKGXbmlQ4FSaJwDDWtxW27Et2U/rlIIH1cp8ghOTk8JI3891p1zteQCTMMDJ6GAeiYgcBpONwlp3DQgcBlmkjMQBIHXayzPsrFbo4Y8AmClS2RlNkCaru0GKK4p34GUxgnOiBm070C8WQhcgTV70ld+BptnlYclbfVVaB2QlywMADhrCYPN7kUGiVTByuvTOQc2I9T1vFLlTpAEvUsH3AHZDZn/EUGb1wf3eHdQ2G8FUvl1oG2DiXrlLlBI1L0Pl7vMGmmcBA0NN5Ob8eRoqJ3bMOO+aAB9G1h1bpRSHB4ekqYp/fNz/zPcFbY+nNcu0BSlBhM7ui+KLIAgCLzmAmSTmXWttbf1OuemgZRSKawx45e/Nd0A2zIbWgh4O7+5E5yJNlE7JsovYM16fadDbEnZBaXi3LhNWrZ9LsAqbDpC6BC35v47FZBUeGvSAjb1b2RWEIYtbJYCi0Ue5xwuTwh1RFpyScQ6pAZUeIBKxjPZIu5isz287mYQQtLnhLcfXw/3S0yI2vhs+WUkW2wnF85H3vleROi/Prnqd7sqnAS39V2uwR/2hnYS8EHjHGhYi9twI77p4sYq1jlHYRhyfHJCp9v1O8NdUuvDabvAmVmIZe0C80m9uvJYnw9Pujj4zF8oButa60pn1q+6AYQQ0/wF69xGboBdKDIIgjD0OiOVOMmZ6pF1ngK9xnHeoxaGVxGq+u+F3GAdJuxWet2MuxZsTpoZjNCoMEaI5deazROioJ5Xq6EREPdAh6R7LgxIHfNm8ixvX8xP/X803H/nwECU000DAB0i735/ectbE5/vAY2ToKHhZtA4BxrW4raIA7dhP+axyQu1EIJ2u02n3abf7zMYDCrcsstka+QCwBM3gBAChJiGHRbtBDehCBb0nbhfzJbMWul9MA1o1HqaibAtm2QDFOsJggDjMQehKHEIo4gsTb2JgEMrGepDOqFBjR7Dgh7y+zw74eNY2XTIeB5ihTU/7pFV7AKx1hAovVU2gHOOJDUoqQmCEGOyhY4IkyXEQcQo8+sgcA4GtFFBjDLD/XSsCEEij3jjrMey/IfESLRS5HscpjhyAShdSlcT9cyHvIh1+0AZToLb+i7X4A/nmmtoER+MO1HDztyWG/Ft2Y95LNq3YqBdtBmaDeM7CgLiVouzx4+92bOng2atxy8IM/2Ki8Fs8ZkyMcaAMd5D/GYHzbkxOE/rLc5nEAQrZ/JngxqBS0LMpi9tdZVWpEniPbQQIbhwGhGd0BXZOJxs5jg7ITGe2z9ugs1zBOtG9G2Jc6goWt7WUGlSJ1lm2y8LrSDbYbxprMWkdpxlEgY4k80dhOdZQhxGjNLq90lKjZUhowxsCuPgxYCWNrRlisv3o4Wv1CFvj57iPF3PFeBEAOyvOIAQ2KiHHDzcbTlxF3F6v5xtukH4CC5saGjYnEYcaPjAsA8vR1VRuCKKmd7pjC9PHsBFCNzV46CU4uj4mGQ04uLiorJB83TwWYgTk1loobXXXIC8rlyAGtdbdI8o2iBu0ilg1/XqIJjO7lfNbGih0trfehGcuxAVP0XHjWB0DoCIOrCHYYQFzlmUDnEbdhTYeD15OhZNFgiYJup5q4+3064Fu5Hnhpzx91mqEEyGvdK+MU+rFAgEIohIjSLN5z/bhrliSAshYg6CHO1G2C1LK3bF6EO+fXa4UQjmRR4QU10mRhnkQYeQ3cQBdf+HbvXExSq2EQk+yMeroRxu8ZBgZxpxoGElYmZm9yZzm8oKZp0Ahf1eSjkN/kvTdKNBvhCCuNUijCIGFxcMh+uFrS1aVhFMVwQELnvYT3MBlPIeHug7xK9Yb3GuqpzhnucGKK4br6GFaYpUCukxHNJai60htNAgOBMtgnZMy1xgpQaz36FqqACqFgdMjorac90DLup6rY+3xqClJi+pTV422fYw0CA0EnOpfWOeJrSCkGG2+/qcA6VDjNAMU3AJrCrXGP+e4HEaAAGRsnRUCmbkxcUklebd7Ckenm3eLefRMODZ1jp7WB+JarNLwos4eArZOy1te24yjZOgoeE6/X6fL33pS7z77rvcuXOHz3/+83S7l6NQX3/9df74j/+Y4XCIlJJPf/rTvPTSSwD8wR/8AX/7t39Luz3OP/rsZz/L933f9y1dZyMONKxFMQt9k7mJ4kAx6C9EgFk3gDFmGsDnnKPdbpMkyU7rk1LS7fWIWy36/f7Kmddi8CmEmD7Yt5mFLn6nWJ6vwVwR4leIGcbj4LVo9Qi75xEopaYZA3aFG8BaW0oewSZYY7CUk4OwCdPSijC81MWiKmZdGQMVIADlqHzwvRO+7u1zMhmckKQofJQTzBIoKLuhQJqNRU6pNVZJtHCYPEEAWZYSB+Ekg2DzZ5AQEnREkgt2nfhPjCQxMRDRCwyhSLDZbs+NhYQ9vv34COO2u8asEygdkNfkdliHgYjZvqGhQN37oRK35nawjkhw097lGvaPqlv5lsXXvvY1fvRHf5SXX36Zr33ta3zta1/j53/+5y99JgxD/s2/+Tc8++yzPHjwgC984Qv82I/9GJ3OOPD1F37hF/joRz+69jpv/oivwQu35Ua8z/tRJPFHUUSr1aLdbhNFEUoprLUkScJgMGAwGDAajciyrLL2gFprjo6OODg8HDsTJjPdxU8hUhQCRVnbUiwvCAKvgpQxBjNZr/C9XmPWXu/VTgGz4kKSJKRrdgrI8/zJej13rahjvVmaYvKcMIpKWW9RLjHvPGRZNu3YkOU5IwJs6xD2NJnb+hLEsgRxpXe9bR14y/6YxS0Ij9x5uc6RZhkChxUSp1qoIMIBeZYSB6uDGZ8sC6SOMKpD38T0E0Fe6mYLzjPN+2mHPkcQdpCynGtUSMUZT/Pao5OthYGC3O1314KEYOy+2QL99Peg2ttLC2Wwz+WWTXeDhgZ49dVX+fjHPw7Axz/+cV599dVrn7l37x7PPvssACcnJxweHnJ2drb1OhvnQMNa7POgel325SE4GxBY/LgZ+32WZbW8MM8jiiLCMByLEhcX3tZbZ33+vqzXRzbAPu2vD4rQwiiK1nbZzOZ3FK52c0ESAAAgAElEQVQH59xGXS/SLAcRE7UUjPoItx/fbxjX4CsZgK3+PEglKSYAXdgm3SUZcAeMyVEiwlT0TDDGgrForcitwMqYUEGWjYiDgFHmWOQguB4uWP1zK3OSh0kEhHS0IZYpNtuu1l8Ebf6+f0JqyhnInacBvT0fE9q4h7x4sNkvKQ1Pf/80D8Znh5eCm/Jed9VJsC/vcg03m5Iqy9biC1/4wvS/P/WpT/GpT31q7d99/Pgxx8fHABwfH68c9L/22mvkec7du3enf/ef/tN/4j//5//Mj/zIj/BzP/dzK9tsN+JAwwcKnw/DoiRg04DAfcM5R6vVItCa4XDoLwmeJ/X5SqlbmQsAIKREFW0b4VLLRV/2+zqPs5DjlmU+cxCSJLl+foVAT449M+UZ23RsWESSGYRuEymBG53vjalRRRFmWP3xt8kIIRUWRyoCqFEkCTSYinc5z4tOJZrEOISMcUCsLUluZ2ytq8MF/SC4yDUXaOQkxFDZ0VotEYUQDMQJbz3urvzsJpwnisOuwPp8k9+QLOgQsZk4IO/+AEKH0/tL4Rz0LRLs+/vHLMW70zTXqKHhhvDFL35x6b//3u/9Ho8ePbr295/5zGc2Ws/Dhw/58pe/zGc/+9npmONnf/ZnOTo6Is9z/uiP/oj/+l//K//qX/2rpctpxIGGtbgpCnNdzAsInK3/3jQgsC5mH76zGQ1CCMIoIopjsizj/OzMe+tD73XyRS6A1lDSeufOQltLfvXamLwsjv/T3/5aa/3nPlhL5nm9UqmpIPP/s/f2MZJd5f3n95xzX6uqq7p7umeCX2YGYpxdiGPw2saR+dmEF0cCESa7WkCBRIoQ4UWBlckKUCQn3oB+QYjgLBsIIlqhAHlBy65mBXlZIBaD8oJiwR/g4BgYMzZrWM9Lv9TrfT1n/6g6d25X13vdOvdW1flIo5npru5769a955zne57n+1hW105MlmQsGiEEvEiAWRswCQd8dRk5w1AXdwlQ00LMHPBsc+RnOJXZ6v9nQZoWmqYJL4xBCIVtGQhiAU6sqcwFVcEFxUFgAbDgGDHKI1oiUsPG/9veQTtaxJKSgDITnBfXt8OnJUxlt2iVQHdOH/lSHiKBXtdpNMXgoYceGvq9Wq2G/f19bG1tYX9/H9VqdeDr2u02PvKRj+DNb34zbr311uTrMuvANE38yq/8Cr785S+PPR8tDmgmQk8iXaYxCFSNDOYnObZcdEghQCJr2uX7HIRt27B2dtBut9FsNJS918RczjQnqqvPiniG4ybZAHPsQsvXqd5Nksc1TLNrJKj6uBmLQMwwQFMdG+I47r6vvt9vmia4EMpMKWPOEQMwnCqMOABmTOPOAh7HyrIYYmKAEwZChRK3/KHnEYWgxFKaWhqEISghMAyGThDBNC00F+QFmCVexOANaYnos038pF7FIoUWP7bAUFxxoAUbg5frg2E3vHCox0zemQQazbogxHLENXfeeScuXLiAc+fO4cKFC7jrrruOvSaKInzsYx/Dfffdh1/+5V8+8j0pLAgh8Nhjj+Hmm28ee0wtDmg0Q+gXAWTgLSdrKQQUhWFBq9wRlqSzAcYJAcMghKBcLsN1XTTq9blaH06LbEFoWpayPvZHjttXJz9xNsAcxwWg/P1GeR031WEgmqLshlIKyhgIuvuvUtiIowiTyAzyOluWhTCKlAWuURQjAoPp1MCiNua2o5+Bru8AG9hRINPjlDbhRUIW04MxA5RR8AxLN6bBMmivg4A6ZIcUk1EQxCiZFO1wORap6ZaIFuXoRDYO2s7Cj7vfMbEzfSdEZYTEBAwbiMYrPaS8Bbp5auzrVIkEy1RWINGbVZp14ty5c3jkkUfw6KOPYmdnB+973/sAABcvXsTXvvY1vPOd78S//uu/4oknnkCj0cA3vvENANdbFn7iE59IfArOnDmD3/md3xl7TCKWcWTQKEcIgWazmfdpzI3ruscCWVm/ljYIBJBMxsvSa9e2bXiel5xrWgSQ4saiOgCEYYj64aHSenXgemCu4rj92QCEEKX+CwBy8QUArgtJRTnuMJPALI9rWdbcrUFnwTYZiN8EFAuPhmFABIsR+QSAuLw90oCQUgpmGEpaTkoM00Qn58DcMBhaIUMklmuvxudlcEHRVjQEnt44QFTgefgm7xJo69rY1xm33gNSmibPoIsc87IUCRhjSfnjMiGNCTWaefj776hZz7z2juW7V5drNtLkyqQp60XHsqwjhjZSAEi3zSky/SUBspwgDEOUy2UEQYA4jpW2AjRNE9snTsDrdNBoNJSmosvWeFkvmibJBsjDB0H6AoAQZUGU3O1U7UeA3v0tfQHkjn6WJoGDGGpaqAA/jEFYCY7DwDt1EFXjUUZt7Ab93tCpIRrTmYBzDt67zlIU6rYAXNwCLgpDEFi5VvpHUQybxGAiRIc7oHQJdkWJiastA1VHQJVPgiAmMFEOUD4EVgXOGHGAbN0wkzAAXJ/rDMMAYyyz+a7o651B6MwBjWaxaHFAMzHLJA6kswBkQJOuyY+iKJddwWlJ+xf0GwQOKgkIgiDpva5a6CCEwC2VYDsOms1mPq0Pp0yBT0pGetkAMedJivMkwWduPgh5+xEsQBQZ2LqxT5BhjAGGoUwUkaaU8llT2VGhE0SgZgUWERB+c+GeAJzz7I9h2PCNEuIpzQelGJX8GtMEAUEUZT+mWSaBH+Y/r3ncBRcEtECmhAMRwJ7nAiBoBeiaaioI1lqRCQf5+XKMw6MuRhZYUAp2wy1zH0fOOVmIBDrI1qwzC5jxVgYtDmgmpogTybTtAm3bLqTBjzyffiEg/f4AjM0GEEIgCAJQSmFZVmKSqBJKKarVKkqlEur1OgKFIkzYe++DUu8ZY9dr0nsCUb8fw8zHzdEHAcjRF2AGUURm7cjxZBqzxrxEkfT7VVlmxDmHB4DZVZgiBBaU9g8APOqa5WWVqSDsCjwYmXg3pLMHugaTMr16/s+hCMG4oCa82AZBDEIiMHVJX1MTooRO2Cu94wQbLuAp0MwOOiae5xapn8NR2nCwOeL7dPcsiJmdP0O/SDCrOL0sGz4ajUYdWhzQTEze4kBW7QLzfh+j2gXKoGnekgDOOXzfh2EYcBwnl1aKhmFge3sbnuehUa8r9W0QQsC0LBAAUc+ZXkUqehgE6lPvMVoUWehxh5g0SoZ5A8x7bRJRZMhxF0XatFClIWkcx4hBe6aFHSBajBBEDRsig64J3K3Bi4FFhHJpg0nKGBhjcxkaxlGI7lIon3lBCKAdVyBAIMDgRRQl0899nhoMw5Xm0fpZgzFAgakjFwSG4ud9GiIwwHQGdx0xbdBTz1/McVMigZx3Jg34i3mPjWdZz1tTLLQuNhwtDmgKx7B2gf1dAmZVyVVNLMO8AdIGiMD4bIB5iKIoqckHsPBSg37zQ0opbNtGpVJBvV5Ho17P9PiDgs/+bADTNCEUtpdMp95nlZkwCXn6EURR1L3HCJm5deMsSHHCME2lmRNBEIAQAtu2lZYnhVGEECYs1wUNWkCc8WfMDGCO2EsAEOUT8MLJzotQA5zaSEQEIQAiutkLQkCk/y264XN3HO2+PN2SklAKo2ewNo34JISAbVD4UT4rRcHKaHfknERACUcQM9hGsbLbhAAaUVfESOMpLMkIuYm5btAFE9sbYAPEAfa8W0AW5enRI4qiIxsMKsvcNBrNaqHFAc3ELCKo7u8SQAhZqEHgoibLUdkAs7YLzIr+UgN5Xecl/ZmlPzuZzdH/2ZVKJdi2jUa9Ds+bbndyHm+AvFL+0y35VB530an3/YJM+lkFuqKISmTGBmUMVGHGRp6mhUEYAcSG7ZYAvwmS0Wc8z/goCEXkbiEcIwwIAIZhAZTBC2LEMOBFU84toqtDEfT+JgARAIl7+/8UsGkEGk3WYSc3D0BCceAf7dFnMopGYMJk7fzOawCcuGh4x0+oFRA4jB8TDRZBIzCxsdgYey5Cs4T+0yNuFWTrBiXHl8LYqosEOnNAkwVC6PtoGFoc0EzMPANyWgCQf/oDCxU7rPNmDvRnA0iKIAKMo7/UIAzDiXZ101kA8t/ys5O79ZOKDYwxbG5tIfB91Ov1gYHcJNkA05J3yn8erQCz8CMwDCMRZOTCc5wgk5dJI49jcOTTQSIIgl4t/GJMCwkhYIaRhF8yM0N2NrBsCvgtkDlr8OMoBMX0CfaCWQisyshsFQHANC1wQhHGQBx0z9VmEbxo+lZPQvTyDYbcXsIw4VAblI/P7OiWFjCoLi0ISBVx37AWxAQG4+iEFsqW2lapw2G43LQGfkcIAsck6CgY2ho+Q61CwHkxg93OAFNCeuOtyoPZfpEAQObtXjUazeqixQHNRMh0+EleN41BYB5MOlH3B6RFygaYhyiKEEURLMtKdjzl5zEsGyD9J4vPzrJtnNjZQbvVgu/7R0SARaai55Xyn1srQPTEiV7K9bDAVT6vsnUgT5XwzHzcnHwBcusg0auFn9e0cKhPw5BrKISAH8agZhkWI4DfBuIZr7cQIKYNhJOXSgirBI9YEMPeLyEwTAtRzCGoCd8/em5RGIJRAzHPNoAKIgHOqiiLK2PN9IXgMA0TocLSAkEdHHYGzx8VG9hvW7DiECbLP6BrhCXwUbtsymJfAspMcF4U0eQobeFiK/V/UjsJWtnO7XxWVSTQmQOaLCioxlgItDigmZh0IByGISzLAusZQs1jEKiSQZkDMuCVE+aqiACjIIQgjmMwxuA43b2OfhFg0QEdIQTlSgVuqYRGo5FbAKnyuHm57QvOEfb8CNL3Ms8oM2MUYRjmZpYIdM0DVab8J8e1bURjMqJktgEwXdeGQfA4hhcDhlkCswlI0AGi6f0QCDMhJhQHuFuFF5OBzk6EUDDTRBhFiAXABUPoD/78yyZH3c8+X5xSgYBswuYHY19rUHXV7EIA9dAd+v3u8MTRihzUaDvXYIjDQd0b/dn4EYGqPgJ+bIGhmOJATCiEVQIJ2gAhYDfcmvcpARguEmg0Gs0gtDiwQjSbTTzyyCO4cuUKdnd38eCDD6JSqQx8bbvdxoMPPoi7774bb3vb24b+TiEE9vb28PTTTyd/fvazn4FSive///0wDGMug0CVpD0BpHouF13TtAtcNvo9HdLZADKTg1KqvE1b+vxqtVq39eHhoXq3/TG76os6LrBYP4L0Zw7gSOCpWpxImyWqzpyQfhvMMNSaFvaMCk3L6u6O9967AJLMjLTzflZEUYQIgGG6IKYLFnmDHdSHMMkoLgDw0hb86Pj9QxkDYd0SmjiMwEwbQRCN/M0iDoGZChpGw3mMQ9/BKdsGFaMFD550LVg8MdtAEAx/r2EMbDgEDY/Cj0w4ptp2tNehuNyyx76qHRCUTY5YQQ3vfsfEzvhTyg1uV8CCNujOaRC7lPfpHCEtEsiND7km0mjWDX3bD0eLAyvE+fPncdttt+HcuXM4f/48zp8/j7e+9a0DX/vFL34RL3rRi458LYoiXLp0KREBnnnmGbRaLZw4cQKnT5/GTTfdhBe/+MXY3d1NTMeK2lYoLVakRYA4jhP3/LzLG7ImXdLRn8mR7vIwiHTQ2F9qoArTNHFiZweddhuNRiOXXXVA7Y5KVi0Ip/VpUCFODCIp6zDNJEBWAeccXJHnRP9nEfUMMSmlSjMYkjIEywUMGywOgKAz9ud4z3dgGIKQrvFgdPQ5YUa3W0UYRQAPYRgWwlj0hIExx+QcZUugNSJgnoUoFnANjsN4E5vkuZHlBZxzmIwgjBc87hEDB954jwWTcgAM7diGySKwHDTrVlSasNyDwDIJOgpu7yDuirlRQXe+A6MMl5mgp16Q96kMRYoEjLEjHi3LsB6atMRVo9HMjhYHVojHHnsMDz/8MADg/vvvx8MPPzxQHHjqqadweHiIl7zkJbh48WLy9SAI8E//9E84c+YM7rnnHrzxjW88knnAOUer1Vr4+5gGGVz0CwHpQBk4XhIhW+zJ+vtlY1w2wKy11tLZP8uuBtPilkqwHQetZlPp/ZZO+VdqpJduQYjR4gShFGzGrg2DmMSPYBFEOfkRpD0n5jUtHGYSOOizkB1DpHCgNEulZ4gJ0wGnFkwRQvjtoXv0gvNuacEA3wLBTITWBqKeMJCYDAqBMHnPBMyw4IfTXVuLcrRGyhKzYZsx9tsmyqVNWPHo8gKDdnftF0mbVybasfICAUoEuCBohw4qVkdpUCSIjYNOMZeIgppAQcUBj7oo/9zPgxjTm2zmQdIOtjcmLuN6SKOZBRUdVpaVYo78mpk4PDzE1lbXDmdrawv1ev3Yazjn+NznPoff/d3fxeOPP37ke6VSCe94xzuG/v681dpR7QLljuCkJQGcc3ieB8MwYNu2sm4J0zJPNsCsyBZt0o9g0q4GWUIpxUa1CrdUQr1eT1K0VZC0PszRjyCKoqQ1HwiB6AWegnNEWX/eqcwJ5WaJqYVpLp4TvZT/cULQscwMzrufxZTnnM7QUVnCk7R7pBSRYYPbBizCIbzm4OWRaR0zNRSWC5864HHcFQUsC3HMEaTulyRbYIYIOwgC2IYBP+PbrytaGLjWcXDKNkHF8M9M8Ag41owuOzgtoTXEhPDYawWwYXMcegyhMBDEBmxD0f0Cgiutft/90XRCCkDNHNoKTTiYrh2uKjxWAt3ZzPs0JiK9qZKe97RIoNGsN1ocWDI+9KEP4eDg+O7Hm9/85ol+/qtf/Spe+tKXYmdnJ+tTy4z+doHpbID0Ij0LbwDZms00uyq/yrTffvpFAOB6H/l5sgFmpQilBoZhYHt7G57noVGvqw2mehkmlNKFLpQG7UAD3fshj5R/5WaJ6U4OlE4dcM+D3FVPC0FHTAKF6PoCZNxBI22WuAiBbxjp8oqIGOB2FRYREF6jTyQ4+j/hbKDDGSAEDKubcRWE158JQigoM6fOFujHYRH8KNtlCedAxeZo+gx1voUaLg8tL4jjGAY1EC3CxppQHAbTBdyUXD+PduTAZC1QBRq9H5cRxtMdyAsJKrZANOXPzcJ+x8ANrioLxOmobrggpPi+RYM2e9LzXlFFgrw3qTSadUCLA0vGQw89NPR7tVoN+/v72Nrawv7+PqrV6rHX/OAHP8ATTzyBr371q/A8D1EUwXEcvOUtb1nkaQ9lVDaAqk4B6ZRfx3EWXmowLhugaF4IRSg1cBwHtm2j1Wqh1WwqT/nPqkZ+mjZ1WfkRTEteLQjjOAbiOJOU/0k48vwBR1L+VeXJSDHSsm2l2THpax2AQPREAvhNECEQx1GS4M9LW/BjwLC6nQeCvnvCMCwEkUCUQT5+HAWghI1umzcDJuvV7wcUrju6e4HJyELEAR8biKa8RJ2ge+5hTCFA0AktlK3FCoaCmLjWnm1paDFM/R5nQQgKyljhHPcpIaiWpxOA8mTYPCrnvSKLBBrNvOhWhsPR4sAKceedd+LChQs4d+4cLly4gLvuuuvYa9773vcm//7GN76BixcvTiUMzOps258NkP59RWkXmN4pz6rUYFw2QFENHfvpLzXIw6uBEIJKpQLXddGo1+F56tJKkxr5CQ38klKXnjfArG3qEnFCUcCcZllS/idhUsNG2d4ThCBW2VHB90EpTTJ0VJFu6RnEMYRZgc0I4DchmAnuVBERhjgOEffdA4RQkAyyBdIIAZQtgYafrTgQhDEoMcAFwb7XLS8gQ8oLhIiAjL0PBLVR78xWrlCxBPZ7PpI+t2DFIUy2mFWtAHCtPbzF4ji4oFC1nx/DAjDeYFMl1YoNqiK1IwMmWcv1iwR5dDPqR2cOaDSLp/i5T5qJOXfuHL773e/ive99L7773e/i3LlzAICLFy/i05/+dCbHmGRglrXw8k/aBdcwDBiGAcuyYFkWTNM81ns9b8IwRBAEME0zKTcYhwwGpbAgd7oZY0mqnu/78H0fQRAoTSXOkjiO4XkeCCGwbTuXz40xhs2tLWxvbyddM1SRTkNPn49pmjAtC4ZhgFKa7LSEQZCJZ0O6/EWpKVkq5T+Paw1g4mcQ6ImNvedWji0AEiEuDMOx5TlxHCOOIpimqfT+5pwnGUymZSk7LtAd8wTnMA0DfsThGWX4dg2d6HimkBDdbIFYUIQLcO8jPEDWAaYAULG758oFcMi3hpoCxlEEluEzJgTQCGdvaRf3bW+1I3dhmVOBKMOPZr/ns+42MYq6XzzDv1plebIGpiGd0ZgeVzWaZUYINX+WESKKlL+sKTRCCHQ6nSTQke0C5S2ULgmQO+VFCvpnQQZ+6QBvVDbAqPZxq4YsNZBlGXkghEhaH6oYytL16KJ7ArlkUKjezZdYlpV5/f0kDCqvSERFadjYMwnMGtXlFenj5rFTJwWWIAjQX5xPKQOIcayNYdYI5qAdZjt3WAbFQee66LLjdmDxw4GvNW0XbT+b9xjRDex35gtkCaU9w78uJebBMTMed4iJZ+sl9PtNTEvViRBEakSCmyp74AXJDa6ULJw6sZH3aUwMY+xIy+dpkONxHuOTYRhanNBkwv/xLTVr9f/xnuWLg3RZgWZipCdAFEVJUDysXeAqIN+j3LGVNfdF9QZQTVFKDUrlMhzXRaPRQKfdzuT3UtqtaSXoigDSbyCOomP16KpbHyamUb1uBiqveZDazVcZMJPe2GJaFtB7/6pEirzKK/IyLZSdDVjvGQijCEIApmUjCGIIBY4MJokAZJs9EUQcJhOJ0d6e5+KU0+llKhyFxxHmDZIBQBADh978O9yuyY+IA+3YhskisKymXAHsey6yeM8GJVAlFRNqAgM+vzzY3Ji9HCMP5slAK2K5gUYzLWu8fB+LFgc0U+E4Trc+NUdX/0UwiTeA3CkHRveiXzcW4dUwLZRS1Go1lEol1A8Ppwri0mUtXIhECJj0PSQtoCb0I8gKHsfgwEr5ESTPYM+rIR4iyqyjIGPbNnyFpoXSH8Y2TcSg8AN191cURTCoiYhnuwO94QrsNWUnCqAeb6JGLh97XRyFoLDmbszXEZVMTK+CEOi2CZRqAEE7clAxO5mUGYUoZZap0f3M1DyXfmzAUCZFDMexDdjW8i2n5x0/8xAJtOeARrN4lm800+SGDKAYY3BdF0EQLF2QPE+ngP6d8ixqyVeJdJ9k+X/VmRWmaeLEzg46nQ4a9fqRAH9o4JnBDnS6j/yiWx/2kzaVU7mzfaQF4QwBc1KiIcsCphBl8uqocESQAZSaFvoLNC1MDDRlC8cBBpqOaSKKF+PkP4iyGePQz3aJEkchADv5fyugcEs1WPHx8gLLpPDC2eUBwVy02lkF3MCGDTRS2lDIDYTcgMXmnIMIw5VmdvX7rYDAIFxJEHfgWdixs8kWm4fNynJlDQDZBtk6k0CzjGTdFWeV0OKAZmrkpCLrzX3fL1x6PSHkmBAg/RHm7RQgF8xWz4AuCILCvf+8kP4DlFLYtp1LqQEAuK4L27bRbrXg+T7iXlr2ojMaitBdwLIspTvM8j0Oa/c4NPAcUKIxLbInt+p2j2lBRmUGQ9q0ULZdnBZ5vaQoI+/Zcc+p7NjhmN3WhYvWCOIoBAGDyCDVXRLGAo7J4aV2yfc6Lk7abdC+7gUEMWZNsxcgOPSzNaczaTpzoEsrdGDQFmY1yBcCqAdliAwXyTEnqDiAr2DYD2IGxijiOD+fH9OgKLnFM0fMAxUigc4c0GgWjxYHNDMjB2lZb55XW755sgHmQQbB0otgWdoSqoBzDs/zYBgGHMdBEAS5lBpUNja6fgT1utKAOc/dfJndMstu/jxEvSwCKRqmn8FFnoc8Rh4tCPPKYEiX8nAhhr7nSVs4TkMUBmBShAriTIP3NEIIVCyBRsYO+G6fOMAF0OBbx8oLojAEgTnT+wvpRuJtkBWdEGCEIxbXz12AwItslMzZxjZBXTT97L2CmMJ2foKYANSN7f1s18rJ5oOmS3pM1pkEmqKiH9nhaHFAMxdSIJAtCn3fX1gQuMhsgFnhnMP3/VyD4CKTbsEH5FNqYBgGtra34XkeGvX6StTmj2Pcbn4WHPFq6EtDl+9Z5bMg37NpmkkQrIq8MhjksWzbTq47MLgsIEuEEIgCHyalIMyEH86+yz4KiuyNCaM4AsCQPt9WQOG6tWPdCyyTwZ+ytEBQC4ed7JdWQgAbjsBB5+jXvdiExQIYdNpxleJyczEtM4NYne9AK7TgknzEAUoJyq51RIzVIsF15PijRQKNZrnQ4oAmE+SiVC5S562JTbdCVJkNMCtFCIKLSrrUQLbCy6PUwHEc2LaNVquFVrOp3Mwuj53tKIOdbUIp2JReDfP6EcxDbn4Eqd2yRb7nQWUBMivGsiylZrGcc4D7sBmDIAxBlK0gE0URHMOEl2FrvJgDZZuj5R9th7bnuThpt0DF9c+NTmlJKATQjMqZnOfQAwygFbmomq2pUq4bYRlxxoaPyfkEBA7jC8sqSXPoGSi5qqSIo1TLNghB0sFJttiL41jP/yn6RYJ5xFtdVqDJCv2IDkeLA5pMkROk67oIw3DsAlkKAGkhIO9sgFkpSr19UenPssjD0JEQgkqlArdXauB5nrJjJzvblpV4IKgiDEMQSmGM2dlOsgFSJoGCc0QznquKDIZh5J61kYHvxLSdNIIgSDpnBMp9J2I4hoFIUERxdqsum0Xwomxrui3juDjABdDk26imygu6BoYGJs2K4KwCr7O44MULAYtxBPHRUoCYUwTcgs0mu885sVH3FtcrXggC2yTwFDx2XFAww8hlrq1VrvtKCCESkUA++3r+P8q8IoEWBjQaNWhxQJM5cgA3TTMpNfA8Dz/96U/xzDPP4NSpU7j99ttBCAHnPBECVmW3PV1vn1drvyIjRZM8DR0ZY9jc2kIQBKgfHqrd2Q4CoFezrXKXV3COsLezLYQ40rZz0WnoWWQwzEKeGQzTmBYSQsAMIwlB5/k8hBAIer4Ts5oWzop8zyXbRhBiZlHpyO8MQzBqZLrLHYYxKDGOuVU3Awq3VIUZ1wF0r6VlUqc+cTkAACAASURBVAThBOMTYTjwFpOmn6ZsCQSd419vhRYMGoKNvUwEV5rZmiUOQqHtAEJhgkBtIF4pWTCM4wKLHHNk556iigR5rrWyzCTQaGZFUeOdpUSLA5pMEULgypUrePrpp5M/zz33HCzLwk033YSbb74ZtVpNqTlcXvSXGqgMBJeBIhg6WpbVbX3YbqPRaKhbMKWyTBZdpz7MnZ4xhqiXGaCKVdjNn5Z0oJD2JkiyMzjvZmdkfD3SpoWqAxSZteCaFrxQzJ3yXTE5Dv3sdrq5ACo2H7h7vtcp4aTdBumVF4wPtrt0xIaSxWY89CAEnchF2WiP3GFtx2VECyonSNMtBVEznjZ8E1VjgGKyQDY3RrcvlCJBEdv7FWUHflqRoCjnrdGsOloc0GTCP/zDP+Df/u3f4Hkednd3cebMGZw5cwYvf/nLcfLkyWRQD4KgMBOkCmSpAWMs6epQxF2EvChKqUGpXO52NWg00Gmr65uddevDQSaBw9LQ86rNX5bd/CzoLwugjIEp3s2Xx7IsC5HycpYABiFgpgUvmN20kMcBAGfmnx8EIzG6xoRHiQXQENuoolte0C0tOGpg2I+gDpqd7F3/BxFEQMniaAfHjxfEDI5hwhiyiy6Ijf22mmVfOyAomxyxgl7izcDEpkXAFW0FOrYB25rsOqpo77fs6EwCTR5k2cJ11SBiFfK4Nblz5coVlMtllEqlka+TJQR5pJIXAdM0k1RfPfkdx7IsEEJyvT/CMES9Xu+m/ytm0kA9MersMwmclTyc9iV5+BEAyDSDQXqt9JdpDIMZRvK5qcaybaV+BBI6b2cDw0FrQEA8D0FsD91F33XbMHm3vADMRjjCR+Eg2sq8deEoSjawNyTIp0SgarUGpPUTXGlXe50E1LBVitFRNIzeXG0gjtQc7OR2GRvl2Uoz5Fibp0ggPZ6KKlJIUbV/XmOMwTD0nqYmGz7/TTXH+c371BwnS/RTpsmE3d3diV4nJyW5S7xuu+gyxTjPVPoik0epQX97TMdxUKlU0Gg0cHBwAJ5z68NBJoHz9qrvJ+sMhmnI249gWmFE7v4fKwuYYiyLUxkMqnfJAt/PxbTwemcDA5wQhNF04p+xgLaGFTvGwZC2g3t+CSetbnmBQYFwyCMR0qpSYQAA/BAg4BA4LpZwQRAKFzZpIy3CeLysVBhQjR8bMLB4ccBgFCZDkv0kM4MmpQiZBEVPz9eZBBpNvmhxQKOcfsPCIAjWauAXQsDvGYbllUpfZGSpwSKuT1oEkPfhsM4YlmVhZ2cHrWYTrVYrk+OPhBAYjCXZAHKHRHpXqEB12n2avPwIRgkjA8s0en+yIM/SjrxMC+O4e485pomIk4k7G0RRBIuZmQa4AjGGLYNiDrRwAhU8Bx5HGFSCAGoOFRcWScyBDRuoD9F2WgGD5aRM+oiJay3159kJKTBlO8hZOfAs7NiLLwmrVuwkqE8LBLOKBHkFwMuQuSlFAsMwkmwLjSYrluARyA0tDmhyQwZntm0jjuO1M+xLG4bl5dpfZOa5Pv3ZAISQRASYpjMGpRQb1SrcUgmNej0zI81hJoGDdp/zWDj2m+ipIi8/AjkWUUpBGUsyARbVvaGfPI0a8zItlBkjjmUhCMVEZn6uESOIs1u2hJGAbXD40eDAru4RuOUaEB3CNEyE0fVnUAigFVUyO5dpYZQDAzIHJM3QxoYRQhCCvc5o87xF4YUEFVsgUpCxEMTdlPNF3sOUEFTcbvaKnFvkuJ2eb6Yhj11yOR8uC/Iz1SUFGo0a9JOmyRW5KGeMwXXdtTMsBHSpwTjGXZ+0ACD/5n0B97wLIcMwsLW9Dd/zUK/Xp7pH02UB40wCB5G3caC8vioDx6S7wAL8CNLZADJT4FhgnKMwQhkDVWzUmKdpIY8iuJYFQRja3miBOI4CUMKOtSCch5I1XBwAgKsdByetJixGEKY+Em5U0Gnnl57tBV2BIOaDzz2MCbjlIuIMXqjGLHEQFgMiRVM6BwMW2NJwo2yB9pk5pDOL5skk0Kn0Go1adCvD4WhxQFMIpEggA8B120XXpQajkV0fZFcDIcSRbAAZ5C06mLMdBzu2jVarhVazeeQeTUzppEkg5+Az9qofxCz18VmwzH4Eg8oCJvo80sIIY5m3GRwFj2Nw4EhZiSpk9pZl291/ZzwGy8DHMM0kI4ixbrq+EALxXh1+MPxaCwFULI56hm0Nu/fC8G4EMSdoim1sRntISgsIw2EnW/+DaREANmyBgxEd/A46DITkJwwAABcUqloatkILLlmcj8ZG2R76vfQ4Iz0FZtnpViESSAF92Si6V4JGsypocUBTKNbdsFAuDCzLWutSg1FlAend7Dy6PhBCUKlU4LouWs1mku2iIi0710A95UcQRpHSgr1xaff93QKyEmbSdcEgJDESVIG83pZlIYwiiLxMC2cs90pEAMOA0RMCRu2mEkKwvbmB567uj25Jx0N00+mzCRQiLlCyBNrB8N/X8BncUgkG9RFxwMcGJrRKWCxjn0GCksnRDrITU6alHRBQouZiHXgGSu5ipIiya8Jgo4WWfoFAGuzOIxJIAU21B4xGs+rox2k4WhzQFI51NywE8nHtz4tpTAIlcRwnpQYyq0A1jDFUazUEQYD64aHaeu0iGAfmlHZvGMaR+0SFMCMFhly6C/Tu7VxMC4NgrGmh9KZIZwOkP6NpYIxie3MDV/fqQ18TxxxlU6AVZreLaBsx2mPaJO55JZxyYwgYqHfy3Y2XeCHgGBzeiLKIVgBUrBjNnASCICaoOYCvYHgUgoItyHegWhmeNdDPIJGAMZZkyUxDut5e+rBkMd4vo9CgMwc0GjVocUBTWAghIISsrWGhdO2XqfTLLpJkZRIo6S/FiKIol0wTy7JwYmcHnXYbjUYjl0DdtCyECp+PI8aBlC4s7X5QWUCyWO45hqu+3oD6QF0eO4+ykrRpIYCkBZsUA2YJeEbh2BY2yi4areH58gbJtq1hGMUgMCBGZCNEnKAeVeAXrB2ga44WBwAC2+S5iQMAYBoUfqRm7gp5qktDRjiWAducfrk8qKRpHpFAZkgBSETRWdBBtkajMwdGocUBTeGRE+K6GhZK13S5OJ82iM6DfhEgbRIoA7ys3kM6eLFtO7dSg1K5DMd10Ww00G4vvqWWRAiBsLczpdLhH+jtqPdSX6cxWeznmF9Db3d+VFlA4kegWBgB8m+7qOKzNnrlADIbwLKsxO9j0WNQdaMEPwgRhIPfXxRFMKmJkGcT5HABVByOhjc6aGv4FGUbCApU7dY1+xvduaAdEGw48dj3tyiCSN18VQ9M1IwRRgwzME3WwCAGiQTjymwGITOkshIJNBqNZhBaHNCM5FOf+hS+853voFar4U/+5E8AAM1mE4888giuXLmC3d1dPPjgg6hUFtvSSRsWiqTUwLbt3HbJ+0lnA8h/p7MBVDqfp7sa5FVqQClFtVaDWyqhXq8rDVoX6fA/jiN+BGOC5Ym6BUxBGAS5BOpHyhwozeezzsB7Ql67/tKAQbuLvu8rKXcihGB7awOXrxyADxnnS2aMQz+7JYxBpTHhaFo+ULa7fxeBMAbKVrd8YBQW45jk/S2CVkBgEK5kx7oVmNiyyGjfiikwDArXzuY+S4sE6XKBeUQCOQYUYT2wSOQmg0aTFbpbwXCKUTinKSyveMUr8Pu///tHvnb+/Hncdttt+MQnPoHbbrsN58+fV3Y+acPCdex5yzmH53kAANu2p15UzINMaZY79I7jwDTNpNdzGIbwPA++7yfdFlTv4MtSgziOc71HTNPEiRMnUNvcVPoZAd0ddc45TEu9m3q6zAG47k6fTj+XPhLScDSr+llZ5qD6M4+iCGGvk0bWKfaTHFtmzUyycKaUwrJtlMtlbG5uYmd3FydPncKJnR1UazWUSqWxv0uWO3HOF/qMGYxha3O46BxHIUiGRndByMHoZL+v5QOlfJsVHME2xo+z7YCg6uSTdRdzAsdUdzxCsztYtWxnHpTKuVRm/8xaMijHPTkGrOOaSKPRZI8WBzQjedGLXnQsK+Cxxx7D/fffDwC4//778dhjjyk9J6kgm6YJx3GUB19FQC4oZLpv1kiHZZlKbNt2spsYxzF834fneQiCIFmcFCmTI47j3ESUNK7rYvfkSZQXnFkziLCXaSLLURZJsvvc67IRR1Hi8C+FABXlQLJkZZbduHmZNlDPkrQXgkR6cVQ2NrC1vY3dkydx8tQpbG9vY6NaheO6MxsHAkefMcdxFiKMuI6NStkZ+D0hBCpmduKjAFCxJ79H2wHgmln1TJgPLwAIGX8tDJqfZw2j6q6UH2cz5lFKUFmgCpS1SMA5X4gPiEazigih5s8yomVGzdQcHh5ia2sLALC1tYV6fbiz9CJZd8PCtJv4rIZ8WZsEFo0i+DUQQrCxsQHXddGo1+H76vKRF9H6cNqygDwc/pMyhxz9CFSaFsqWgaZpYmNjA0Yvo0cFctyRO5dZe37UNsrwgwjhAP8BIiJkmSpPMN15d0LAMbseBHmmqHIBVG3g0Bv9uk5IsFXi2G+rF0vDmGAxTQaPs++Z2J3PJgAAsFGyQBUIfelyg7Tx6LTPsBzvpSgsPQ5WAV1SoNGoQ4sDmqVn3Q0LJzXkm6Vl4CpQFL8GwzCwtb0N3/NQr9eV3qeztj5khpEsjtNmWtOce64O/z0/AtM0lYqHciePUgrKWGbdHI60DewZBs6z+58laVFE/j8LIY4QghObG3ju6sGx3xfHMVxToJNRW8Mg4rAMjmCk+/9RvBCwDIBzQJEh/0AoGW1KeB15kmoFgmZA4DA+siNEVoRxtyPAvGPsRjkDhWEK5PwsRQIpEGQtEiyz4K/RZMUSN/9aOFoc0ExNrVbD/v4+tra2sL+/j2q1mvcprb1hIXDckE8IsZLZALMi/Rrybg1pOw52bBvtVgvNZrMQrQ8JpWCUJt0CEiEgipCVhJFXK750hs0i2y4O4kjmBoB4ClFK+icssm1g1qSFuCxNCw2DYatWwd5B49j3LBqhg+xKZ0rWdOIA0M0cMBlgMSDISZv2AsBkordDP+J1IbBVEthX11AFACAEgW0SeIoeP04MYI7Rq+yaMFg+5WhpkSCKoiPC/jQMEgmWtR1yEQRQjWZd0OKAZmruvPNOXLhwAefOncOFCxdw11135X1KCWnDwiiKVnY3XNLfKUC2DASQBGHrlkkxjqKUGpQrFTiui0ajAa+TbeutUdCeACC9KsIwhOAckYJFY9KKzzCSloWqyKrt4iyMy9xI2gam2gcus5eKNC2cp+Spn5Jrww9CtNpHc+ejMIRBDURZtTXkMWZZGoUxYNBuFkEerQ4FgIrFsd8ZLyAJwdF1S1B7j6mM79qhBZfMXsJVqwz2ulBJf7nBvJkEUnBcx80BjaYf/RgMhwg9SmhG8Kd/+qf4/ve/j0ajgVqthje+8Y2466678Mgjj+Dq1avY2dnB+973voW3MpwFuXue1w5xlqSDf7k4kNkA6ayAfmSQsY6ZFJOQ3lHJU0gKggD1ej3zXe1BZQH95BEsS6Ytc8j02Dn4Eci0e9Oykk4ORSkLWCSGYSR+BPMIQkIIXL56gDA6+juYaaPuZ5dVIWChE84WOFPSFQhU7ZCnsQ1M3N7RNYG9ttr9oZLFM2sxOA5COG4o7c8UADiWgZ/bKdaaRs71wHXD4FmQ2VsAcukoNCt5dIPRrDaf/n/UHOedv6rmOFmixQHNyiNN05bFsHCcSWB6kTDp71t0X/JlJ6vgZR6EEOh0Omg0GhBTLtiSsgBCIADwGRZ9eXgCAL1OB6apPFBPjt373LOGUnrEKNDolQWsuhAwCilWzmNaGEYRLl89OBL0UUrQiBxk1TvANhn227OXKlDSDdQ7eQy3hMKboCzCYgJ1j0EozR4QKJsxYqHmGThdPZwpY+Xkdhkllb0Xp2BekUCuKeI4TjIRlkEk0OKAJmu0ODAcXVagWXmKbFiowiRQCHEkxVeXGhxHpj1bvVZ8eWRaEEJQKpXgOA6ajQba7cFFwbJ2nhAC0btPsigLCMMQhFIYOXgChD1PAMZYLsaB8/oRJFkApgnHtuGWSivlFJ4VWZgWmoaBzWoF+4fN5GucC1QsgWaQTdAZxbK0YLbfx0U3c6BkdVseqqRk8YnEgSAm2C5zXGupFAcILJOgo+iahNwEwXTigGlQuHZxl8bpUgPpryTHzkmRz5w0l5WBd5FFgnUWVTWLQW+ND6e4I6BGkyFpw0IZLKsM/orQMlAuBPIMgIvOIszUpoVSimqtBrdUQrPRSBZr6W4BWFDQKThH2KtNBaDcE0AuVLNquzjNsRM/AiHARxxblgJIMcAwjGM1wGEY6udsCFmYFpZLDvwgRLtzvaacIQSQjbt8zIGKzdGco1RBoCsMVByCpqfu8+/6HUzWuSCMBSjh4EKdQKDySagHJmrGdH4u1bK9FIFoWiSI4xhRFE20uy7XHmlkdoX8+bxKvTQaTTHQ4oBmrZCT/iINC/tFAGkSmJ7E85x4ixAAFxlppia7GuSVaWGaJra2t7ulBvW60h0d+X7z8ASYte1i1seWQoU0CJSlJ5MGDkGvjaIUJJelrEkV85oWblYrCIKot8sPRFEM2+Dwp+w0MAyTcQDzpzE3PYGKDTRn98abiijGxMcLY4KtktrsAS+kuN5OcbG0AhNbFpnY54BSgnLJWvBZZUu/SCDHrVGmhcPG1CiKkkxLQkjua5U0yyDYaJYLRfYnS4kWBzRrh5xk5GLf9/2ZAq90NoD8dzobIIqiwqbo9QfAq2DamDUyWJGBYV47wK7rdksNmk20ms3xP5Ah6TRw1SLSsLaLi2BRbQP7S3qycO1fNdIBzTRiHKUEJ7Y28NzVg+RrDstOHAiiGJQY4BnUxzd9oGwDLUUCgUUnyxwAgCASYIQjVpQ94IUEFVsgGtNyMSsINQE+2fixUbISA9dlIy0SpDMB+kWCcUG2EOKISAB0n9GiiAQajWbxaHFAs7bISdK27bGGhf2dAmQ2QFoMWMbJswht/YqODFLzzLQghGBjYwOu66JRr8P3FUUZOFqXn4snQK+mVu5kzUt/NoCKtoGzBsDrRL8YN4lpoWka2KyWcVBvdX9HGIASlklALwSw4XAcTtAacBJaCgUCL8TE5QIR72YPXFWYPWCxboaDCvzYhIHJxqxqOZuylDzpFwlkkD/tGJcWCdKlXnp9oFkV1N3Lyyc4anFAs/bIydNxHFy5cgWXLl3CT37yE/zkJz/BLbfcgte+9rWZmwQWiXQNsG3bendzAEUxdTQMA1vb2/B9H/XDw3w8AUxzpm4I8x4bQPfYnI/0BJDIRW06GyDvtoGzBMDrxrSmhZWyCz8I0fG6AWDF4pm1NaQkm9ICScsHSjbQXrBAwAWwYQscepO93osEDMoRcTUCQVe0ULMwP/As7Nitsa+ruBYYU2nOuFjSIoF8puT4N01QJMXhtEiQx/pAlxVoNOrQ4oBmLYmiCD/96U9x6dIlXLp0CU8//TTq9Tq2trZw5swZ3HjjjXjpS1+KkydPKt2lzRPOOTzPg2EYsG1bBy4DkAFy3qUGtm1jZ3cX7VYLzWZTbV1+TxxTke4/6bEppceMAovcNjCdjSIX33pH7jrTmhZu1SoIwgPEMYeIQ3RT6uf/7P0whskMhBmmwLd9NV0MKJn8foo5wWaJ42pTTXDcDshU5zcPQUxhGAzRmFSFamX5swYGIbMdhRDJGMM5nymTIAzDZKxVKRIUdRzXLDd6yh0OEXpFolkzPvOZz+Cpp57CDTfcgLNnz+Ls2bM4c+YMarUagOupRosyLFwG0jt32khtMHmXGkjiOEaj0YDXmc6VOwvkbpLK9y/bBpq9bgDL3v9aLrbzvo+KjPzMR2U1BUGIy9cOu/8xXLQyamtoGQYOOtnvozgm4IeL3T+PQRHGkwWBlAgEMZv49fNStSMEinwHbqw2IaLhIr9jG/i5ExUl56KCUd2R5LpGlhrMWlJFKQVjTEnLVjnXajRZ8r/9nZrw9z2vWz5xS4sDmrVjUtVcPhpBEKxtffAki/J1R16jvOvIwzBE/fAwlwBzUa0PJ2kbuCpIoSPv+6jIDLtGMhhqNNvYO2jAsizse9kE9CYjOPQWs6tsm0AUAfGCVmGuRbA/hWdC2QauNtUklG6X4oVnT0i23AAuaQz9/sntMkqOqeZkMmZcm+Rhfkjy6+mfnQUVIoEUUDWaLPlfv6wm/P2fXr984oAuK9CsHZNOgjKVTe4Or2O/8nQavS41GEx/qYGKazRoQWhZVtLVYNlaH8pMlVnbBq4C2o9gPGkD1XSwIIOgStlFu+PD8wNYjGWyMx3GAo7Jey34ssUPAcsACAeiBXzU07bq6gQCFuMIFGQPRJxAme9Ax0CpPDiN2DIZKiV7KZ61QeN+uk3yNMJwvyfBrJkE8vjpDCgtbmo0y40WBzSaMcgJWRrRreMOehEc+4tOfx15VuUY/YtBACMNMl3XhW3baDYaaLfbmZzDpEzSfpAxBsu2YZkmaK+F4DKXBWTNtIZ8q0z/vd8fDMn7Jn2NtjcreO7KAQwWI4izWeK4CxIHACCIAJN1/4QZx1R+KFCyBNoTllhwQVB11XgPtAICg3AlAqAABWPGwLm7WrYTIbJIGwBZCgGjSP9u+UwZxvTPjTw3mUmXpUiwTiKxRh0FedQLiRYHNJoJkJNT2ohuGXYasqQojv1FZp6+9v2tMqWJlFx0TRMkUkpRrdXglkpo1Ou5tR9kvTKAQW0DpdmcLlk5zrSGfKtAOhBK3/vS+GzQeBvH8bFrRCnF9tYGru7VQQiDyKCtYRTH6HYtWEyQEsaAQQHbAPyMHwXHiNEOJl/qtX0B2+DwowW39+QEFSf79zuMkJsgOHowSglKrokgCHI1CFUlBIw6viwNkFmSlNKZRAKZSSdFglhxZxuNZtVoNpt45JFHcOXKFezu7uLBBx9EpXLcI+VNb3oTTp8+DQDY2dnBBz7wAQDA5cuX8ad/+qdoNpt4/vOfj/e85z1jn23tOaDRTIl8ZOI4XmuzPhnoFWm3pWjIa9SfIj5qMZgOirLC63RQbzQmagE4C/O0DdS19uMpiq9FFsh7P/0MTFIjPY5+f5R6s42mx9HwswlyCTXRyqhF4jAo6ZYZeBnGggYFmiFFt4PDZFRs4IoC7wGVvgNlK0LNODzytVrFxlbVPfK1tBv/IkSCUZlg8k/epJ9BxthcmV2yXGEekWDWbAaNZhQf/7/VrFvf94b5ROUvfOELqFQqOHfuHM6fP49ms4m3vvWtx173m7/5m/j85z9/7Osf//jH8bKXvQz33nsvPvOZz+Ds2bN44IEHRh5zNZ2dNJoFItNbGWNwXXdtU6LDMEQQBLAsS5sFDUGWoZimCcdx4DgObNuGaZoghCCOY/i+D8/zEARBUlOd9YLUcV3s7u6iPEBtnhZKKWzbRrlcxubmJnZ2d3Hy1Cmc2NlBtVZDqVRK3t8kRFEEz/PAGINt2zqFdABxHMPzvOTaL4spoxwnpWeJ4ziwLCsRBMIwhOd58H0/ET5mvfflNQIAx3GwWa3AZtk9RxZbfNDGRTfV9cRGt5tBFkQc2JjST7HlC7jm4t9vli0ix9EKDFB6/XgE3ZKCfjjn8H0fcRzPPbfJ3XfLsmDbNmzbTtYLURTB9334vp+M/UUQBoDrJoPpOWpWUVJmPshSqVnGLj0naNaZxx57DPfffz8A4P7778djjz028c8KIfAf//EfuOeeewAAr3jFKyb6eS3FaTQzog0LdalBmlE7ojJtXqZZ5pFGTwjBxsYGXNdFo16H7w9v7SWRgV06G2BRYlg6tXcd0uhnoch+BHmnRkvSxo4nd7fQ/lk9k93pMIpBiJFJmcIgTAacqhGc2ABob26JYoGWDzS97t9tfzYLP5NyTLMXJEBQtjk6C/JZkDQDAodxiAWVa/RDqAnw7s1QLllgbPj7S6fHT1IiNqwsZtqSsCKRNi1MX49Z5gD583IOmcW4VqPJEpW33wc/+MHk369+9avx6le/euKfPTw8xNbWFgBga2sL9Xp94OvCMMQHP/hBMMbwhje8AXfffTcajQZKpVLyzG5vb2Nvb2/sMbU4oNHMiTYsvD7xW73e86sulAwLhOSCcNhiUC6OHMfJzbfCMAxsbW/D933UDw+PdBrIu23gPJ4N60IR/AimNcnMAymk3LBTweUDH/X2fOfEBVCxORpetuKY0RMFdio4srPd/R5BrQTUSt2vcy7QCoCWd10wmKQjQScEGOWI+eTPc8sXKJkx2uHiMuOEILBNkmkZxSj82ISBrjgwKGtgEOmgVo5J0p1/lYSAUQwSCWadH+R4LsvOJhEJdOaAZtn5yEc+MvL7H/rQh3BwcHDs629+85snPsanPvUpbG9v47nnnsMf/dEf4fTp0yiVSlOfK6DFAY0mE7RhYZe8g5ZFkHUglG7HBuS3+2vbNnZ2dxFHEVjB2gbqFprjkenPixZSRu2IFikVehBCCDAicOMJGzeccHHl0MN+I5i6xZ/EoNKYcH4M2hMFNo6LAsOglGDDATYcAOj2s+8EQNMHWp5A0xvcElEIYMMWOOhMc4YEJZsvVBwAAJXDzn7HxK4DOLYByxz/vvqzwYCjQe0qCgGjSIsEURQlZUOzigTy5ycVCTSaVeWhhx4a+r1arYb9/X1sbW1hf38f1Wp14Ou2t7cBAKdOncKLXvQiXLp0CS972cvQbreTrJ+9vb3kdaPQ4oBGkyHSj8C27bU1LJRBS9475NMiPzsVO0L9u795lhoYBfaLKHIafVHISkjJsltG0eheD45Tmzaed6KMa4cdXKv7CKLp3o8fchhUIOKzR7QGBU7WCHanEAWGQQhByQZKNoBq93d5oUgyC5p+t1UigJlyaFs+QcWK0QwWJxD4EcFsxRLTE/JuSnxtQNbAoGywUfe/aZqwLGsthcu0SCDH6FkyCWQnEikSABjoO1IkXKBnhAAAIABJREFU4VqzOohZVeKpme/+vfPOO3HhwgWcO3cOFy5cwF133XXsNc1mM/GzqtfrePLJJ/GGN7wBhBC8+MUvxre+9S3ce++9+MY3voE777xz/BnrbgWaVeQrX/kKHn30URBCcPPNN+Pd7343LMtSeg7y0QqCYK3r8IsY2I1bCGbdLWAc0rF/WYSUPJAu4quSkbII5PM2rmd70e5/1ci65/2Gh2t1H21/8mfONAwcdqbfV5GiwM4GwOYUBaYhjLoiQdMTuNqk8KZsUVi2gasL7VwgUDZjxAvycujnppqHMyetTLrFpJ+3dRQJJPLaSSPDWcvRpMgghDgiEliWpQUCTeZ87P9S87z+z//9fOWZjUYDjzzyCK5evYqdnR28733vQ6VSwcWLF/G1r30N73znO/Hkk0/iM5/5DCil4Jzjda97HV75ylcCAJ577rljrQzHGa1qcUCzcuzt7eGhhx7CI488Asuy8PGPfxx33HEHXvGKV+RyPnKxsep1+KPIs6d9/yIwvRAsSusoiVwErfO9Mg7d+nA8aSEliqKhgVDR7n/VSPf0ZtvHXiPAYTsau8FuGgSHncnt/xkFTlYJdqtqRYFBRDHw1FWCa83pzsMyGA47izv3rVKMjoIkO9cCbj9jwDGzbR1YVBFcNfJ6SoEgC5EgiiItDmgWwkf/TzVz3/v/h+XoLpRGlxVoVhIZjDPGEARB4vSZB9qwsPt5eJ4HwzAWWkM+rD5aLjKKHgitomdD1qTd6NfB/HIa0vc+cL0/uCxb0ffTUWRKdNm1UHYt7PoBDpoh9lsRonjwPRVGArbB4Y/ZgS+SKCAxGHDrKYGrJYGnrhLEE5ZHGDQCUNzyo0mouQK/8HMcVMTIutqvv0xMtulct3FJjj2DRMlpkNdPipxaGNBo1KLFAc3Ksb29jde//vV417veBcuycPvtt+P222/P9Zy0YWGXfjO+WT0Zpq0PXSb6PRv0DvlgZGAnF+Pr5u8xTes02Wtd30vHSQd2rmPDtkxsVQI0vRj7zQid4Pg47VrDxYEiigL97GwAG67Aj54D6t74c2wHBFUnRj3jTg2SbsvExc2Hp6ocL9gVCzc/lGP3ugu8/Z4Es2YSSGFfdUmoZj1Y0iWiErQ4oFk5ms0mHnvsMXzyk59EqVTCxz/+cXzzm9/Efffdl/epacNCXF+MT9s/Ou0cnUf/dNXI67Iu7SFnYR1aH2YhhOl7aTzp7g+u68I0I2y4EbyAY78ZotGJE9s8HsfoXz4xAuzWCE4WWBRIYxvAi24Q+NmhwDN7BGJMzb9BObLq1NCPFxJUrPmMHgcjcHZH4IZNtfd6fyeRVZ6nRiHHLGmaKjOZNBpNsdFPqWbl+N73voeTJ08m7T5e9rKX4Qc/+EEhxAGJdOd1XXdtDQsHuawDOLYbWrT+6arRpQbj6e9FvqyZOYOEgLRJ2rztvoIgWOtsi0nov5cYC+FYFLuxwEErwkErRMQFShZHO6CgBDhZBXarBAYrviiQhhDghs1uyv2PLnczBIbRCQlqbozDzmIEAssAogxvR0YFbj3FsVXO7ndOS/+9tIri5SQwxhIxU85nk4oEuqRAsyi4sm4Fy4cWBzQrx87ODn74wx/C931YloXvfe97+Pmf//m8T+sYctKTQd867eYNCoJs204CoGUuC1gE/TtROj18MOmylaIbO6azYVRmxKxDtkUW9Htb0DDETpXgxIaBeidG0xPYcLslBMsmCvRTtoHbbhJ45hrws0NgWOstSnjve9kbbAliAMhmTLMNgf/2ebzb4rEAyHtpnUvF0qUGaU8o2cJQo9EUBy0OaFaOF77whbjnnnvwgQ98AIwxnD17Fq9+9avzPq2hpA0LV9E0bFwQlN4NZYzBNM21XDxNQjrbQqeHD6bfHKwI2Rb9Qpg8zzwzYvp3NfUzNxjpbZEWnGolglop7zPLFkqAszsCW2XgR5eBIDouEHghwVaJY7+dvTjQ8gSyqMbYcAT+m+dxmAWMOfsFJylmrhNpkUDO/7K16CB05oBmUeil03B0K0ONpkDINPplTYseFQRN0zZKthjTwe9wZHp4EYLfIqNacBplFDhp//Q8kM/cOvdrH0e6ReQqP3OjWh7ahsBhh0EsIHugakcI4tmDwd0Njp8/mY3IsGhku751f+bSY+KgTALtU6BZFP/1i2qEud9/UwGVyjHoJ06jKRDLYljYnwkwzi19WtJO9Ku+EJ+V/vRwvfM7mP5si6wW4qvWMaO/+8Oynb8K+st7VrUkY1TLQz/qZg/sLSB7wGAEwUxDmMCZEwI3bi3P/Sqfsf6slHV75vozCWQ2k/y6zhzQLIo1e9SmQosDGk0BKZJh4TCTtEXvhurgdzIWFfyuGvMEv+OegXmNAouCfOaKVJJRRNalJCNpeXgZqHeuB2lcAISIsR0OpqXbrWC654iSrvHgdiXTU1GGzBRcd2EuLRJEUZSsgTQajXq0OKDRFJS0YaFctC96wVDk2mjdhm00/cFvUbNO8qQ/+JU1r2nWtXVmGrlDvurB77z015CvijCXFsNsm+KO5wPPXI3x4yscQgB+BGyXYlxrZbuEbAcEjPCJd4utnvFguSDGg/MwSJhbFdFxGvrHX41mUfA1e7amQYsDGk3BkQulLA0L04HPoNroIu5cFM1krohoJ/rJkMGvaZpwHAdCiKQsIG8xrEisavCbNcucHj4qKyb9DJzaACoW8KPLBO2AIIwFKOHgIrsALuIEZacrPoyjYneNB60VW8WmS1fWYa6T9xxj7Eh5FnC9zFKj0ahlxYZVjWY1kROkYRgwDAO+70+8SB/XO72IQsAw+nc0l9W4cdGkSw1s2177oE4uMgcZBYZhmKSvLlNQp5J08Cv/r6/TUYrYJaOfeTPD+lsebpU4rrWy3d1ljABjxIGdCsctJwVWeWNZjuGrJPROKgRoQUCjArG+S6KxaHFAo1ki5KQpDQvTi/R2u42rV6/iBS94QaHKAhZBup89oIOVYaxjqcEsRoFxHGsDzDEsQ/BbBIpiWjhKCIiiaGaxMN3y8NJVgBGOOMPsgTAa5TsgcPN298+60O9vsSwigRYCNJrlRYsDGs2SIYTA3t4efvzjH+PSpUu4dOkSnnvuOTiOg1tuuQXPf/7z1yJYTgcrtm0vzaJJNatcajBpSvQkrPJ1ypL+4Ff7EQxGpWnhqPaZi5oLai7w4hsEntnj+P/qBF6YTZDXCghsxiFw9PdRInDLKY6dJTUenJd0iU/RnjstBGg0q4UWBzRrB+d8qYxurly5gv/8z/9MhIB6vY7t7W2cPXsWZ8+exb333ovd3d1kEViUBYMqOOfwPA+GYegU+hGkg5VlvE6qzDJ1ScZk6C4Zk5G1b0MeQsAwDAa8YJfjBbscYQw0PYKGT9DwCJpe15ugP8gfBxcErk3R9q+/D4t1/QUqTtbvYPkIwxBhGOb23GkhQLMqrPoG2jxocUCzNvz0pz9FrVZDuVwGsDwiwdNPP439/X3cfvvt+LVf+zXUarVjrxFCgDGWmWHhMtJfarAOKfSzsAwlGcMCICHEXCnR06Dr7CdDX6fJmNa0cJRPRhG9YkwGbJUFtsrXzynmQKsnFjT8rmDQ9An4uBaIqfdV7hkP2nq1eoT++ylrkWDQ/aeFAI1mPdDDrWZt+OM//mNcu3YNb3rTm/CGN7whWWwVfWK78847x76m37AwCIK1yyAArpca6NTw0RSlJKPoXTN0nf1k6Os0Gf3XKd3jflqfjGWAUaDqClTd6+cuRLd0oOkdFQ0ifn0e9nu+AycqAi++2QAlWnQaRPr+mUec6xcCpEGrFgI0q4xOdBsOEXq01awBf/M3f4OnnnoKr3nNa/ClL30JAPCe97wHN998c85nthjkwnLd3ddN0wSlVKc8jyEtKi3qOo0LgGRmQJGR16lI9b5FhDEG0zS1ODeA/iBMPgdxHC/Nc7AIOgHQ9AkaHkXTJ9h0Y9y8LUBIN5PINE0tOo1BXqerV68iCAKcOHHi2GumEQI0mlXmDz+nZiz5X37LVHKcLNGZA5qV55lnnsE///M/4y1veQvuvvtu3H333fjiF7+Iv/7rv8bb3/52bG9v532KmSMnf2lctK4L9LRbv15YDifrUoMsjQKLRNb146vKsvtbZMWkz4EUndZVGAAA1wJcS2B347joVpQOEEVHXqe9vT187nOfw6233orXve512Nzc1BkBGk0f6zrWTkLxC641mjn5/Oc/j9tuuw2/9Eu/lHztgQcewOXLl/H9738fwGoOEnLil+7Gy+CvsAikCz3nHI7jJAskzVFkimoURbAsC4YxmXZMKYVhGLAsC7Ztw7btpA42jmP4vg/P85LfvQpBYhiGCIIApmnCsqy8T6ewRFGEIAgSkWCVAxBp0iaNLB3Hmfg5iKIInuclZT7rOlaPI45jeJ4HAHos70MKUYZh4IUvfCE+/OEP44UvfCE+9rGP4fz580n5QVqwWuXnUaPRzI7OHNCsNF//+text7eH3/iN30Cl0u2BxDnH1tYWbrzxRjz++ON4+ctfvtKTpHxvtm0jjuO1Nerrd1df95KLYcjdp0Et2EY5pa9K4D8puvXhZKyiH0G/TwaQTeeMaU0L15X+DB6Z+bQuTFoa8PKXvxz33HMPHn30UfzBH/wBXvnKV+I1r3lNkiGm0awzXA+tQ9HytGZlaTab+MpXvoJXvepVuPHGGwFc71AQRRGeeOIJnD59Ovm6ZBUDHLlYYIzBdd213nGRu76WZelF0hDSddCmacJ1Xdi2DcYYhBAIwxCe58H3/UQ8WMXnZhL6dzP1ru9gpOgkM3gmzUzJm0GZMYZhHMkI8H0/s8wYKaaEYQjLsmBZ1kqL1/Mgx3LG2MpmXKQzAizLguu6cBwnye6SvhXDMgIMw8ADDzyAD3/4w/B9Hw8//PBaCSkajWZ6lmN21mhm4C//8i+xsbGB1772tQC6i1M5aX75y1/G9vY2br31VgDdBeC1a9dw4sQJUEqXps3htMj3L3fw1nVnqn/Xd50N5sYZBUZRdMQNe12v0zjSvg1613c4aT+Coj17ozJjVLvlp+vsZdbXsmdcLIKsHPuLQDrIZ4wdyUpJf1/+exocx8Gv//qv4/Wvf/1abw5oNBKhUweGosUBzcpy9uxZfOtb38IXvvAFvPWtb00m2u9///v4+te/jv/yX/4LbrnlFvzd3/0dfvjDH+Lg4ACGYeCd73wndnZ2cj77xaINC7vIQEXuwqx6QDerUaAUU4oY0BWJVUyhXxQyNTyvZ69IQsAoiiymFIlle/YWKQSMYlkydjQaTX7oVoaaleby5cv4sz/7M+zv7+Pee+/FxYsX8aMf/Qh33XUXfuu3fguPP/44/vzP/xzvf//78bznPQ//+I//iCeeeAIPPvjgkS4GQoiVTe0UQiQLq3VNDQdWr11WvwgA4EgANM9nLVtErrqYMi/SoE4HdKORHUXkOJQ1o4SAZesQoNuzToZ89oqQcTFKCBBCaHNAjSYHfv9/95Uc57++zVZynCzR4oBmJUlPugDw7//+73jqqafAGMP29jZe9apXQQiBt7/97Wg0Gnjb296GBx54AADwh3/4h3jb296W+BFIFllq0Gq18OlPfxo/+clPQAjBu971rqTkQRWyxnxdDQslsq3YMokleQQ/qyamLBId0E2GDOhmNXccVyKzbELAMLRp4eTI8VyVYagWAjSa5UCLA8PR+UWalURO0DKgv/vuu3H33Xcfec2//Mu/4MyZM3jHO96Bj33sY/jqV7+K3/7t34bjOLh69SpOnz6NZ599Ft/5znfwq7/6q0nLsnTaX1Z89rOfxUte8hL83u/9HqIogu+rGbTSpA0LgyBY253OdO04UKz61XHBj8pz7e89rnfHhyNd6OXueJHuqSIxTQr9JF4Zq3qN03X2+p4aTbqzQdbj1DRCgBYENJpiwbXnwFBWz3FNo0nRX8cnJ20AOH36NAghOHnyJD760Y/ivvvuw4c//GE8+eSTuOOOOyCEwLPPPovvfve7ePe7341vfvObAK47uQPAt7/9bVy7dm2uc2y323jiiSfwyle+EkB3p6NcLs/1O2dFLnakM/e6Lmjk4juKosSdXDXD+qZLw8wgCI51DMgjOJBu/bJH+7reM+OQvg3pOnvNYKIoOnJPMcYGPgvpjgFFeBZUI+8p6Zuiu68MR3ZYkffUtFmA6a4Btm0f6RoghYF+sUCPhRqNZhlhDz/88MN5n4RGs2jS6n3639/5zndw8eJFvOQlL8Ev/MIv4LWvfS3uvfdebGxsIAxDnD59Gvfddx9uuukm/O3f/i1e/OIXo1argRCCvb09fPrTn0Ycx7jllltmdgB+9tln8fjjj+PJJ5/El770JVy8eBG/+Iu/mGvwIK+TPId1TYUWQiCKoiSFPi0uZYnc/TQMA6ZpJiIAgGQXVGY0FDU1Wu7YWpaVCBia48jyHWmctqh7almRophhGEnAJYMvWT9e9GdBNfqemhw5TpmmiW9/+9uI4xjVavXIa9IBvmmax9oGpoWA9P81Gs3y8LVvqymHfM1/t3yirc4c0Kwt1WoV73jHO/DMM8/gve99L/7+7/8enHNUKhU8+uij+Iu/+At88pOfxLVr13DHHXegVqvh2WefTX7+/PnzOH36NO644465dmziOMaPf/xjPPDAA/joRz8K27Zx/vz5LN7iXMiFj0zHXMXWjpMSRRGCIEh6Tc/DJH3TPc/LrG+6SuROpuxlr1tmDUfujstWdesYXAzLjul/FjzPQxiGiXimGUx/xsU6j9mjkJlhtVoNf/VXf4XPfvazODw81BkBGo1GA+05oFljOOfY3NzEQ/9/e3ceFeWVrQ38KWpkEqgCQQYZFAcURAVMVBwQh5i0oRPbqNEYze1cW5dpdZlE0zFxyOBtY2PbV2/slcSkk5XB61VsYxI1bdDExIgiThgVFSdAgsUgSlHU8P3h975dQBUgQo3Pby2W1vieKgp4zz777L18OQoKClBTUwOVSoUjR45gz549SEtLQ3V1NZYsWYLMzEyUlZXBx8cHAJCfn4/i4mJMmDBBLFzY3o4GGo0GGo0G8fHxAICHHnrIKYIDAuHESOi17akFC4UTSmGPfVsKXLlKu7SOJuwdl8vlkMlkLMTXAsu94+5c3LGl7hltqSgv1LhgS7/WCTUuWLSwsaaT/ISEBCxfvhz5+fn461//isTERGRlZcHX15cBACI3Z+YpiU0MDpDHElKfvby8kJycLF7v7e0NuVyOJ598EgAwfvx4LF68GKmpqUhKSoJer8eePXvQq1cv9OnTR1ydEU4m7rerQWBgIDQaDUpKShAeHo5Tp04hMjKyA19px2DBwnssJ75KpVKc5DtLoUBn0rQQn6cGllojZFzcT+DJmbUUCHjQbBjLAnMMPNnm6UULhUCAsPovBGet3Z6amorBgwcjNzcXK1aswMiRIzF+/HhmqRCRR2JwgDyatUl8dHQ0jEYjXnrpJTz22GMoKCiAl5cXZs+eDQDYuXMnTCYTHn74YajValRXV+PGjRtoaGjAgAEDxJOQ+1l5mDNnDjZs2ACDwYCuXbti3rx5HfYaO5LwmoSTzfr6eo852RQIK08CpVIp1iYwGo1uXSW9Pdxt4tuZrAWenH3i66jsGMvVceEyf+6aE37+hHoE7pqdYhkEsBUIaOlvspeXFzIyMjBs2DB8/fXX2Lp1K55++ml7DJ2IyKlIzPxrSmTV3r17oVQqsWnTJjz99NOYNGkSioqK8NFHHyE9PR3jxo3D7t27cfLkSej1etTW1kKpVGLhwoUIDg529PA7nfCrw2AwuOXJJtDyCqjwBfy7PztTnVsnFFt0hYmvIznjxLelQIAjiwMKBUPddeLbkWQyGWQymUsH6awFAoSAfGtBAE9RUVGBjRs3oqqqChKJBJmZmZg4cSJqa2uRnZ2NX3/9FSEhIVi0aBH8/PyaPT43Nxfbt28HADzxxBMYNWqUnV8BUeda8j937XKcd/7gY5fjdCRmDhA1IWwLGDduHHQ6HS5duoRJkyYBAL7++mtERERg+PDhOH/+PP75z39i8uTJGDt2LABg/fr1OHToEB5//HHx+YQTZnc7YRFej1DFWa/Xu/Rkz9rEp62p0E332HOPr21c8W0bIS3cUSu+rlQvQ6hHwOyU1lluy3CF7JS2BALc7W9rR5BKpZg5cybi4uJQV1eHpUuXIikpCbm5uWJthZycHOTk5GDGjBmNHltbW4tt27ZhzZo1AIClS5ciJSXFahCBiNwPS9kSNSGkjJvNZqhUKnE7waFDh1BcXIy0tDT4+Pjgm2++Qbdu3fDpp5/is88+AwBkZGSgsLAQ9fX1AICSkhLx5MWZT8AehJBmr1QqH7iSvz1Y9qtWKBRQqVRiL3VhX67QM/1+OwY0NDRAr9ez53grhImvwWAQuzWQdcLEV/h91NEdIKx1DLD18yBkxjhTYMCS0WiETqcTC6iyWr9twu8qmUzmNN0yLD+HQtcAIfgsZG8JxQTZPrBlQUFBiIuLA3CvjlJERAS0Wi3y8vIwcuRIAMDIkSORl5fX7LEFBQVISkqCn58f/Pz8kJSUhIKCAruOn6izCYHGzv5yRTwjI7JBKConnIAMGzYMQUFBiIqKAnDvROaRRx5BdHQ0/va3v2Hp0qXQ6/Xo2bMnlEoliouL8fLLL2PFihWIi4uDUql05MvpdM5YsFA4mbRnocCme+y51cA2k8kEnU4nTlCcfRXTkTqiEJ+1nwdhO4CQIeOqJzOWmJ3SNo4sWsiMAPspLy/H5cuX0bNnT1RXVyMoKAjAvQBCTU1Ns/trtVpoNBrxslqthlartdt4icixGFYnaoFlBwIASEhIgL+/PwCga9euKC0tRVhYGN58801kZmZCLpfjkUceAQC89957AIBjx47h+eefR25urv1fgJ0JJ3TCirw9T+7a2jPdXiugwiqmJ/exbyuDwSCuYioUCr5XLRBWfOVyeYuZOm39edDr9U6fEdAeltkpzORpmRDQ7Iz3qunnkBkB9qXT6bBu3To8++yzYivm9uD3hNyNyWS2y5crYuYAURtYS08dMGAAsrOzUVJSgmeffRaZmZkYOXIk5HI5vvrqK5SWluLVV19FYmIiUlJSPGpFVDiREPb/dvRe6QftmW5Pjtw37kos99grlUruG29B0+wUo9Eo1kqxzAhwxp8He2M9grZ70PeqaWYKMwIcy2AwYN26dUhPT8eQIUMAAAEBAaisrERQUBAqKyvRpUuXZo9Tq9UoLCwUL2u1WiQkJNht3ETkWMwcIGqnXr16Ye3atbh79y5WrVqFH374AXK5HHfu3MEnn3yCWbNmITExEQDQp0+fRn9cm67QuWPgQDgJlMlk8Pb2bvf+X1v1AYB7Jz/19fXtqg9gT033jXMvtG3CVgMAfK+sEFZYhe0FwnVCtX7LjABn/XlwBCGTB+DnqjWWtRtOnTqFEydONPubZS0jQKgfwowAxzObzXj33XcRERGBxx57TLw+JSUFBw4cAAAcOHAAqampzR6bnJyMEydOoLa2FrW1tThx4gSSk5PtNnYiezCb7fPlitjKkKidhJU6ALh+/Tq6du0KhUKB1atXQyaTYdmyZc0eY1nDoKGhATdv3kRkZKT4fID1LAV3IKzs26rkL5xIWq4+OUurtI4mpINzL3TLPH3feFtbaQL/fq8kEgm7ZbSC71XbVVZWIicnB1qtFk899RR69OjB9oEu4JdffsFrr72G7t27i9+badOmIT4+HtnZ2aioqEBwcDAWL14MPz8/XLx4Efv27cPcuXMBAPv378eOHTsA3GtlOHr0aIe9FqLOsPBvtXY5zvoFrtflg8EBogdgGSAA7nUnWLRoEdatWydO+q35+eefcezYMRQVFUGj0WDBggXo0qWLeLL1z3/+E2FhYUhLS7PHy7AbYWJz7do1FBcX4+rVqyguLka/fv2QlZXlloEAW4StBkxzbp0n9LFvqXWg8P+2Po+7v1cdhe9Vc7a2BhQXF+PTTz9FQEAApk2bhuDgYEcPlYio3f7419t2Oc5f/+hvl+N0JAYHiDpYbW2tzX7AZrMZRqMRn3/+OcrLy7FgwQJ8+OGHyM/Px0svvYTY2Fhcu3YNmzZtwkMPPYRHHnnEJdoD2mIwGHDt2jVcvnwZxcXFKC4uhk6nQ1hYGGJiYhAVFYXIyEgEBAQ4eqgOI6ThslJ/62QymVip35U7QLQUCOiowJiQ8u3q75U9CO+VpwXq2lojQGA2m3HixAl88cUXSExMRFZW1gMVuSMichQGB2xjQUKiDmQymWwGBgCIe/ADAwNRW1sLuVyO3//+9zhy5Ai6desGANi5cyeio6MxZMgQsb2Uq6Vsms1mrFy5EvX19YiMjERsbCweeughTJ06VTyZFCZARqMRer3ekcN1KIPBAKPRKKbPe/J70Rph8qZQKCCTyVwiJbylQEBnbpUwGo3i56q9rQ89hfBeyWQyt20/2hHFAiUSCZKTk5GYmIjc3Fxs3boVzz77rP1eRCfYtGkT8vPzERAQgHXr1gGAWGgYAO7evQsfHx+sXbu22WPnz58v1q+QSqVYs2aNXcdORO1ncvJzB0di5gCRHZWWlqJr166oqKjAhg0boFKpsHjxYrF91OHDh/HNN99g1KhRGDVqFAC4ZHAAuDeREwqmtUT4FaTX693uhPx+eeoKZns4W0q45eRL+L+z1Mzw9NoN90sul8PLy8slgk/W3G9GgCcrLCyESqXCxo0bxeCApX/84x/w8fHB5MmTm902f/58vP3221Yr/hORc1uwvsYux/nbQtf7/eCelc+InNDdu3eRl5eHU6dOITQ0FG+++SYA4OzZs5DL5aipqcG+fftw48YNnDlzBgsWLMDPP//ssidxbQkMAP/uaqBQKKBUKl329XYEyyrhSqXSbYtTdgShMr/JZIJKpRI7WNhD00rtKpUKCoUCXl5eYrBCp9Ohvr5eXIWU0y2CAAAgAElEQVR25CRTaBNpmXVBtjU0NECv10OhUEChUDj17yRbXQPkcjm7BrRBQkJCi9sAf/rpJwwbNszOoyKizmY2me3y5Yp4hkBkJz4+PvD19UV2djYeffRRJCUloaSkBHfu3AEA5OTkQKlU4plnnkF6ejoOHjyIL774An369Gm0J99VMwlaI5zACmm9nrxy3tDQIAZMnGVl3Fk1TZ/v6NXepquwEolEzAQwGo0u9b0RAirunD7fUcxmM+rr6yGVSqFUKp0im8dWRoDl7cwK6Dhnz55FQECAuOXPGiHIP3bsWGRmZtpraEREnYbBASI7GjNmDPr27Yu///3vOHfuHIYPH46BAwfiwoULuHDhAsaOHYuhQ4cCAAICAuDt7Y3a2tpGwQFhcgK4X9tD4aTWcqLnqfukLScnnMi1riMCKu4UCGiJK9ZucBRH1SNgIMDxDh061GLWwOrVq6FWq1FdXY033ngD4eHhSEhIsOMIiai9XHVV3x4YHCCyE2HPZ3h4OFasWIGqqioEBgbCZDLh3XffRc+ePdG3b19IpVLcvXsXN27cgK+vr7if8cyZM9BqtejWrRt69uzp4FfTuYQTXqVS6fEFCzt7Zdyd3E9AxVMCAS3R6/XMUGkjIaDSGQUeLT+LUqkUEomEgQAHMxqNOHLkSItFBtVqNYB7gfzU1FQUFRUxOEBELo/BASI7EU7uTCYTvLy8EBgYCAA4ffo07ty5gwEDBiAkJAQAUFRUhJ9//hmZmZnw8vLC559/ji+//BLDhw/Hli1bMHLkSMyaNctttxgA/w4QSKVSeHt7e3zBQm41aDtrlfotgwAAxGKBnhIIsKVpQMUZ0uedmeXPodlsvu8CjwwEuIZTp04hPDwcGo3G6u06nQ5msxne3t7Q6XQ4efKk1aKFRESuhsEBIjtruhUgKSkJ3bt3h7e3NwDg5s2bOHr0KAIDA5Geno6tW7eirKwMS5YsQXJyMn77299i8+bNqKioQHBwsPg87hooEF6TMCn25JVzbjVoXdNsgKYTOU/dptIay4CKUqnke9UC4edQ+Jx9/fXXGDFiBFQqVaP72QoE3E/7QOpc69evR2FhIW7fvo25c+diypQpyMjIsLqlQKvVYvPmzVi2bBmqq6vxzjvvALj3szN8+HAkJyc74iUQUTtwV4FtbGVI5EBNJ/QmkwkHDx7E9u3bsWDBAkRFReG///u/kZSUhHHjxolZBy+88AKmTZuGgQMH4ujRoxg4cCB8fX2tPqc7EX5deXrBQoFQSd1TAybW9mTbah3INpFtx9aHbWc0GvHDDz/gX//6FyZMmID09HTI5XKbgQAiInK8P6ytsstx/ufFQLscpyMxc4DIgZqeLHp5eWHw4MHw8vJCfHw8ysrKcPLkSTz11FPi7YWFhTAajejZsydkMhm2bt0KuVyOIUOGiM/prgECFixsTK/Xw8vLyyO2GrQUCGjLBJYr420ntD70lM/W/WraGnDChAkYPnw4duzYgVWrVmH69Ono16+fW/4OJiJyByxIaJt7lToncnFmsxn+/v4YMWIEgHsrw7169YJCoRBv37ZtG1JTUxESEoLc3FxIpVIxMPDee+/h6tWrbn9SKpycK5VK8b3xVEJ7OrPZDJVK5RYdLLy8vCCTyaBQKKBSqaBUKiGVSsWtATqdDvX19eK2ivtZ2RZ62Mvlco//7LSm6WdLKpU6ekh2J5FIIJVKxc+it7c3lEolZDJZo60r/v7+eOaZZ7BgwQJ8/fXXeOedd1BWVubo4RMREd0XZg4QOZGmk3q1Wo0ePXpg2bJlGDp0KC5evAi5XI4JEybAYDCgoKAAv/nNb1BdXY3vvvsO+/btAwD8x3/8R7PnPnXqFK5du4aJEyd22HhNJhOWLl0KtVqNpUuXdtjztpVw4s6ChY3b0wGukQ5urWPA/WYEtAeL8N2fzqzU70yaZgS0p0ZAWFgYlixZgjNnzmDjxo1YvHgxgoKC7PgqOt6mTZuQn5+PgIAArFu3DgCwdetW/Otf/xK76UybNg2DBg1q9tiCggJs2bIFJpMJY8aMQVZWll3HTkRkjbOfHzkSgwNETm7atGkYPHgwCgoK8Pjjj2PAgAHw9vbGlStXEBwcjMrKSuzfvx+//vorfH19xayDAwcOICAgQCyS5O3t3eEZBV999RUiIiJQV1fXoc97P1iwsDEhHVypVDrVpLe1QIDBYLD7982yhz23GrSuaaV+V24xaisQYHn7g9QJ6NevH1atWuUWWVyjRo3ChAkTsHHjxkbXP/roo5g0aZLNx5lMJrz//vt49dVXodFosGzZMqSkpCAyMrKzh0xERO3E4ACRExMmKr169UKvXr0aXXfnzh2cPXsW9fX1eOKJJ2A0GpGRkYHIyEicPn0a7777Lp577jkAQG1tLXr27ImePXt22Nhu3bqF/Px8PPHEE/jyyy877HnbSzjZF6r4O8uk2BFMJhN0Op3DJr3WAgFCEMAZWwcaDAaxHgHgGlkXjuKKWRedHQho6bjuICEhAeXl5ff9uKKiIoSFhSE0NBQAMHToUOTl5TE4QEQOZ2LNAZtcf3MqkRuzLL5meR0A7Nq1C8XFxUhOTsaIESMQHBwMtVqNb7/9Fvv27cOTTz6JzMxMXL9+Hc8991yz/a8POvn58MMPMWPGDKc6ARZO8OVyudvsv38QBoMBer1e3L/fGYStHUKhP5VKJVZrNxqNqK+vh06ng16vh8FgcNqVeWEl3GAwiHvKyTaj0QidTgcATvWzJpFIGtWrEGoEyOXyRjUCmgav6P7t2bMHS5YswaZNm1BbW9vsdq1WC41GI17WaDTQarX2HCIREd0nnv0QuQBrJ6/jx49HbGwsHnvsMQDAtWvXkJ+fj4iICCQnJ2PMmDEA7u0XHTJkCMLCwqDVaqHT6RAeHi6u5rbnpP7YsWMICAhAXFwczpw582AvrhMIEwClUgmj0ejS6c8PSpj0dsRKr6tlBLSHZdaFSqXy+I4YrbHMurB3W00hMGX5rz0yAggYN24cJk+eDAD44osv8I9//APz5s1rdB9rnwN+L4jIGTA70DYGB4hcVHJyslhP4NKlS/jyyy8hk8nw+9//HnFxcZBIJNi7dy9KSkrEYoHffvstLl68iBEjRiAlJQVKpbJdxz537hyOHj2K48ePQ6/Xo66uDhs2bMALL7zQYa+vI7Bg4b/dbys/ayurQo0AdwkEtIRbDdrOHq0PGQhwLoGB/+7dPWbMGPzXf/1Xs/toNBrcunVLvHzr1i2XL85IRGRPtbW1yM7Oxq+//oqQkBAsWrQIfn5+je5z+vRpfPTRR+LlkpIS/PGPf0RaWho2btyIwsJC+Pj4AADmz5+PmJiYFo/J4ACRixIqaANAQEAAHn74YSQmJiIhIQHAvcJ0H3/8MWbOnIkuXbrg9OnTOHXqFLRaLc6ePYsPP/wQM2fOFAsY3o/p06dj+vTpAIAzZ85g165dThcYEFgWLBT2S3vyJM+yqJwwibMMBAjbWCwLBXrqynnTSa/RaHT6/fWOJLQ+FLJUhFaT94uBAOdXWVkpTvSPHDmCqKioZvfp0aMHSktLUV5eDrVajR9//NFp/04QkWcxu0jNgZycHCQmJiIrKws5OTnIycnBjBkzGt2nf//+WLt2LYB7wYQFCxZgwIAB4u0zZ87EQw891OZjMjhA5KIsT4w1Gg0WLlzY6PaNGzciLi4O48aNQ11dHX744QeEh4fjmWeeQXx8PCIjI/Hdd9/h4YcfFldHgcZBB3civCYhtd7dV75tsQwASKVSyGQyMQjA1XHrhEmvsNWgvZNeT2GZpWIwGHDp0iX06NHD6n2FAEDTLhaWtzMQ4Fjr169HYWEhbt++jblz52LKlCk4c+YMiouLIZFIEBISgueffx7AvToDmzdvxrJlyyCVSjFnzhy8+eabMJlMGD16tNUgAhERWZeXl4cVK1YAAEaOHIkVK1Y0Cw5YOnz4MAYOHNjuzGCAwQEit9C0dsD169dx+PBhvP322wCA77//HrW1tRg+fDji4+NhMpkQGBiIhoYG3Lp1C2FhYeJjLU/O23JC3q9fP/Tr16+DX1HnEF6PTCaDTCZDfX29W6+Kt5QRYBkIEPrXe3JthrYQ6jUoFArx/WIwxbaGhgbU1NTgq6++glKpxO9+9zuEhIRYDQRYBgAYCHAuTQPPAJCRkWH1vmq1GsuWLRMvDxo0CIMGDeq0sRERtYc9MweErb0AkJmZiczMzDY/trq6WszSCgoKQk1NTYv3P3TokFiLTPDZZ59h27Zt6N+/P55++ulGC4LWMDhA5AaaFhWMjIxEdnY2wsPDcfHiRRQUFCAuLk6sUVBXV4eTJ09CrVYjLCwMDQ0N+Pbbb1FWVob+/fsjNTUVQPOgg7sQJh/uUrDQslCg8H9bgQBrrG01INs6e3+9OxA+iyEhIXjxxRdx4sQJ/O1vf8PgwYMxadIksRsEAwFEROTO1qxZ0+Ltq1evRlVVVbPrp06del/HqaysxNWrVxttKZg+fToCAwNhMBiwefNm7Ny5UywmawuDA0RuRtgWEB4eDgCoqamBUqlEUlISVCoVjEYjTp8+jWPHjmHVqlUoKSnBxx9/jLKyMgwdOhQffPABampqkJ6e3mnt75yFZcHChoYGl9hPbq1jgGUgwGQytWs1u2n/eqbOt4xbDf5N+BwK2wOsZQQMHDgQiYmJ2LNnD1599VU8+eSTGDJkCIMDRERkdyYnyvpbvny5zdsCAgLEGi+VlZXo0qWLzfv+9NNPSEtLa9SKWcg6kMvlGD16NHbt2tXqeBgcIHIzTU+2Bw4ciN69e4uVSisqKvDVV19hzJgxCA0NxZYtW6BQKLB69Wr4+flhyJAh2Lx5M06cOIEZM2aga9eujngZdiO8X0JqvTMVLGytdaDBYOjwsQr7xZk63zbCVgPLrRnu/H61JRAg/L8pmUyGRx99FOnp6fj888+Rm5uLl19+mQECIiIiK1JSUnDgwAFkZWXhwIEDYmavNYcOHcK0adMaXScEFsxmM/Ly8tpU94XBASI3Jpy0C4EBk8mEQ4cOoaSkBCtXroRWq8WlS5fw29/+VmyN4u3tjStXrqB3796t7ktyJ44uWNhaIMDe42Hq/P0Ruj640/v1IIGAlnTp0gXPP/88ampq3CIwsGnTJuTn5yMgIADr1q0DAHz88cc4duwYZDIZQkNDMW/ePPj6+jZ77Pz586FSqeDl5QWpVNpq+ikREXmOrKwsZGdnY//+/QgODsbixYsBABcvXsS+ffswd+5cAEB5eTkqKirEjmWCDRs2iHUKoqOjxeKxLZGY3XmJg4iaqaurw82bNxETE4Mff/wRH3zwAd577z2xvsAnn3yC8+fPY/bs2YiNjXX0cB1C+LXYWQULWwoECF/ORCjgqNfrnW5szkgqlUIul7vUVoO2BgKoucLCQqhUKmzcuFEMDpw4cQL9+/eHVCrFJ598AgBWK0zPnz8fb7/9doupokRE1LFmvVZml+N8tCqs9Ts5GWYOEHkQk8kEb29vxMTEALjXh7pbt24oKytDWFgY8vPzkZ+fj8cee8yjW05ZFiw0mUwPlCreNAgAQKwR4IiMgPawrNIPgC0PW2HZys8Ztxp0VkaAp0pISEB5eXmj6ywLQvXq1QuHDx+297DazGQyMQBEREQAGBwg8iiWnQeqq6sRGhqK2NhYrFy5EoMHDxb3MyUlJTUqaOKphBV+oeBcawULWwoEGAwGl191t9xqINQ8INsc3QVCmPBZK2Bpebvwf+oc+/fvx9ChQ23e/uabbwIAxo4de18trtpD+B1k+bfAHTvSEBG1xJkC9s6GZ/9EHqiqqgq5ubnIysrCnDlzMGfOHPz9739HQkICMjIyEBwc7OghOg1rBQvv3LmDa9eu4cqVK1CpVBg3btx9tQ50ZZZV+pVKJRoaGlw+6NGZ7NUFomkgQCqVise3vF34P9nH9u3bIZVKkZ6ebvX21atXQ61Wo7q6Gm+88QbCw8Ob7RltL6FzjaWmgQCdTofCwkIAYFCYiIgYHCDyRDKZDOfPn8eiRYswdepUaLVaHD58GDNmzECPHj0cPTyncvv2bVy+fBmXLl3C5cuXUVpaCpVKhejoaERHRyMuLg46nc7Rw7Q7g8Egps4D97IKyLamWw0eJKjCQIBryM3NxbFjx/Daa6/Z/D6o1WoA99pVpaamoqioqF3BAcvvvaDpMfV6Pa5evYqffvoJYWFhePjhh/Hxxx/jl19+gZ+fH06cOIHZs2eL9WeIiNyVyeSeCzgdgcEBIg/k5+eHl156CTk5Ofi///s/dO3aFb/73e+QkZHh6KE5nNlsxo4dO3Dp0iXcvHkTfn5+iI2NRVxcHNLS0hAWFiaedOv1epcpONcZzGYz9Hq9uCou1CYg2yy3GpjNZtTW1oq1HKxhIMA1FRQUYOfOnVi5ciWUSqXV++h0OpjNZnh7e0On0+HkyZOYPHlyq89tGVQSJvGW25iEAqeXLl1CeHg4pFIpdu7cieLiYvj4+MBgMKCwsBAHDx7EsGHD8Ic//AGXL1/G0qVLMWXKFKtdFYiIyDMwOEDkwbKysjBx4kTIZDKuFP1/EokE3bt3x9ChQxEaGtrihEvYS+5sBefszXJVnFsNWidsNTAajVizZg3S09MxYsQIyGQyBgJc0Pr161FYWIjbt29j7ty5mDJlCnbs2AGDwYDVq1cDAOLj4/H8889Dq9Vi8+bNWLZsGaqrq/HOO+8AuPczNHz4cCQnJ7d6PGu/q6urq3HkyBGMHTsWwL3MnhUrVuDFF1/EgAED4OXlhRMnTuD1119Hr169kJeXh/Xr1+OFF14AAMTGxiIgIABnzpxBWlpaR701REROyczMAZsYHCDycC2tWnqqlJSUNt3vfgsWujtHF+BzJRKJBHK5HK+88gp2796Nt99+GzNnzkTv3r3F2xkIcA0LFy5sdp2tLCy1Wo1ly5YBAEJDQ7F27dpGt1srGNjU2bNnkZeXhytXriAuLg7Tp0/HzZs38f7772PIkCHo0qULFAoFunfvLnZRCA0NRVxcnNgyMS4uDhEREbhy5QpCQkIAADExMTh79iyDA0REHoxLhURED0CYxMnlcqhUKo/PwBBWxU0mE1Qqlbj67cmEIJJMJoNCoYC3tzdUKhUUCgX8/PwwdepUvPDCC9i5cyc2bdqE6upqBgTcnFC8tGnGkZA1AgB3795t9rgrV65gx44duHPnDtLT09G7d280NDQgJCQEUVFRKC4uFu/brVs3XL16FQAQFBQEf39/lJSUALjXpjUsLAwXLlwQ79+vXz9cunSpo18qEZHTMZvNdvlyRcwcICLqAMJkTqlUwmg0enyBvqYF+Dxl60V7awSEhYVh6dKlOHbsGN5++22MGDECjzzyCIMrbsBasUBrQcTbt2/j5MmTqKurw+7duxEdHY3nnnsO/v7+YpHAffv2Qa1WY+7cuY0eazQaERwcjHPnziEpKQnAva0MP/74IwwGAzQaDRQKBcrKygBAzCywDA707NkTn376qdUuB0RE5BkYHCAi6iDCCbVUKoW3t7fHFywE3HurgWUgQCqVihO+B6kRMHjwYCQmJuLAgQNuM0HbtGkT8vPzERAQgHXr1gEAamtrkZ2djV9//RUhISFYtGgR/Pz8mj02NzcX27dvBwA88cQTGDVqlD2H3i5Nq/03/T42NDSgsLAQx48fR2BgIEaMGAG1Wo2bN29i+/bt8PHxwbx58xAfH9/sufv06YNDhw7h3XffRVVVFaKjozF69GiEhYUhIiKi0cp/UFAQSktLUVVVhcDAQPj7+6O0tBTAvY41ISEh+O6778T79+3bFytXrnSbzx0RkS1m1kWyybPzX4mIOoEwKVQoFFAqlR5/su0OWw0stwYolcpGWwOEwEDTrIH2ft8VCgXGjh3rNltURo0ahVdeeaXRdTk5OUhMTMSGDRuQmJiInJycZo+rra3Ftm3b8NZbb+Gtt97Ctm3bUFtb2+njNZvNzVL+T58+jdOnTzcqtClsDWhafLPp962mpgY//vijmOKfm5uLzz//HGazGZcvX8b777+PGzduoHv37ggODkaXLl0QHx/fqIaJ8JzDhw/HrFmzEBwcjL59+6K+vh6rVq0CAPTv3x8FBQWorq6GyWTC6dOnUVNTgxs3bsDb2xv+/v5iJwMvLy8MGTIEf/nLXxodo0+fPh30LhIRkStyjzMPIiInZFmwUCZjopbRaIROp4NUKnXqoMn9BgKkUqnTvhZnkJCQ0CwrIC8vDyNHjgQAjBw5Enl5ec0eV1BQgKSkJPj5+cHPzw9JSUkoKCjo9PEK31dhIg0A+/btw/fff487d+6I9xOCQJbBACEQcO7cOfG68+fP48svv4Svry+Ki4vx3XffYd68eZg9ezYWLVqEiIgI7N69GwqFAhEREeJnyVZwSK1WY/LkyXj88ceRkZGByspK1NXVITk5Genp6Vi+fDlmz56N7t27Y+LEiQgKCgIATJ48GXPmzBGfV6VSNWuz6Albf4iITCazXb5cEc9WiYg6kXCib7n33tPb/On1enh5eTnFVoOWtgaYzeZGGQAMAHSc6upqcdIaFBSEmpqaZvfRarXQaDTiZbVaDa1W26njKi0txdmzZ1FYWAgAGD16NPr164eEhAScOXMGd+7cgb+/P3Q6nbg1oKqqCqmpqRgxYgQA4NSpUygrK8Prr78O4N7npq6uDhqNBqWlpSgvL4dEIsHWrVtx4cIFFBUVISoqCgAabQ2wFRzIzc1FTU0Nrl+/juvXr2P69OmQy+UAgDlz5uDmzZsICQmBj49Po8e1JROFn3EiIs/GzAEiIjsQJqBKpZLtI3EvJbu+vh5ms9luXR6YEeD6OvP7sX//fixcuBDfffcdwsLCoFKp8P7776OgoAC9e/dGdXU1qqurAQCFhYXYvn07JBIJunfvjl27dmHbtm3o0qULnnzySVRXV4tZDrdu3UJERAQAwMfHB3fv3sVf/vIXlJaWYuDAgVi1apW4NUCj0cBkMoktCC1X8oWgokqlQklJCbp164bZs2dj4sSJYmaSSqVCdHS0GBiwtu2BiMjTsVuBbcwcICKyI4lEwoKFFgwGAwwGgxgwaWho6JA/qMwIcG4BAQGorKxEUFAQKisr0aVLl2b3UavV4go+cC+TICEhodPGFBYWhujoaLz66qtQKpWora3FBx98gGPHjmHGjBkwGo2orKwEAISHh2PJkiUIDAwEAPTo0QOfffYZJk2ahODgYGRmZmL37t1ISEhAYWEh+vfvDwCIiYlBQEAA5syZI14H3As2xMTEQK1Wo66uDkVFRejatWujzgHCZ3jEiBFilkJr3KVuBRER2QeDA0TkcSoqKrBx40ZUVVVBIpEgMzMTEydOtNvxhZN9Ia3eU9r8tcRyq4HRaGxUjK01DAS4npSUFBw4cABZWVk4cOAAUlNTm90nOTkZn332mViE8MSJE5g+fXqnjSkmJgZ37txBSUkJYmNj4efnh5KSEqSkpECpVMLHxwcVFRUwGo0ICwtDZWUlcnJycPLkSZSUlKCmpgYlJSWIiYnBxIkTceDAAfz888+4deuWuLffy8sLWVlZ2LVrF37++Wfcvn0bV65cQe/evREeHo7g4GA8/fTT6N69u3h/ayyzARgAICKijsLgABF5HKlUipkzZyIuLg51dXVYunQpkpKSEBkZaddxWBYsbGhouK8JsTsSthrIZDIcP34c3t7ezaqnWwsEWAZW2tM+kDrX+vXrUVhYiNu3b2Pu3LmYMmUKsrKykJ2djf379yM4OBiLFy8GAFy8eBH79u3D3Llz4efnhyeffBLLli0DcK+gnrV2hx3Fx8cHPj4+OHDgAA4dOoRLly7B19dXbJ+o0WhQUVGBu3fvwt/fHzt37kRJSQmGDRuGyMhIfPzxxzh//jxiYmIAAJMmTcLevXtRUVGBgIAA8Tjjx49HYmIivv/+ewQFBWH8+PGIj48XtwYkJye3OlYGBIiI2s/sosUC7YHBASLyOEFBQWIxNG9vb0RERECr1do9OACwYKE1BoMBUVFR+Pzzz/H9999j+vTpUKvVNgMBDAI4t4ULF1q9/rXXXmt2XY8ePdCjRw/xckZGBjIyMjptbE317NkTBw8eRFpaGjIyMtC/f39xy0NUVBQKCwthNBpRWFiIc+fOYebMmUhISMAvv/yCq1evisUEASAtLQ2lpaXYvXs34uLiGh0nPDwcTz31lM1xWG4nICIishcGB4jIo5WXl+Py5cvo2bOnQ8chTHKVSiWMRiP0er1Dx+MIQiaAl5cXoqKisGTJEhw9ehR//vOfkZGRgfHjx3PFlDpVaGgoEhISMHfuXPE6IVgXHR2No0ePoqamBsHBwQgKCsKXX36JPXv2QK/XY/z48bh+/TqAe5N7uVyOlJQU7NmzR6xNYEl4XmsBLgYGiIg6DzMHbGNwgIg8lk6nw7p16/Dss882a/vlKJ5SsNAyECBkBAirpZZfaWlpGDBgAHbs2IHly5fj2WefRXx8vKOHT24qPj4e33//PUpLS9GtWzexZgVwb7X/1q1buHr1KoYPH45Zs2bhm2++gb+/PwYNGoTo6OhmW1oKCgqQmpoKvV7frEsJA11ERORsGBwgIo9kMBiwbt06pKenY8iQIY4eTiOWBQvNZrPY8s9VtTUQYItSqcTUqVORnp6OLVu2YMKECUhJSbHjK7CPkpISZGdni5fLy8sxZcoUPProo+J1Z86cwZ///Gd07doVADBkyBBMnjzZ7mN1VzExMaiurkZlZSW6devW6HMZFBSEWbNmiVlGoaGhmDVrVqPHCz+nEokEmzdvxv79+/Hqq6+yfSkRkRMxmT17+2ZLGBwgIo9jNpvx7rvvIiIiAo899pijh2OTMDFRqVQwGAxoaGhw8Iha96CBgJZERETgT3/6k9vWZAgPD8fatWsB3Es5/8///E+kpaU1u1/fvn2xdOlSe3gU6gEAAAcfSURBVA/PI/j6+iI+Pt7qqr7ZbMagQYMaXdd0a4BEIoHJZIJEIsEjjzyCqVOnNipGSERE5MwYHCAij3Pu3DkcPHgQ3bt3x4svvggAmDZtWrMTf2cgTKRlMhlkMhnq6+udZnLcmYEAW4RtF+7u1KlTCAsLQ0hIiKOH4nFefvllq9dLJJJmhQKtBRGE64R2hERE5FxYc8A2BgeIyOP06dMHW7dudfQw7oswIXFUwUJHBAI82aFDhzBs2DCrt50/fx4vvvgigoKCMHPmTERFRdl5dO7PZDJZnfjzM05ERO6MwQEiIhdiWbCwoaEBBoOhw5/fMgjAQID9GQwGHDt2DNOnT292W2xsLDZt2gSVSoX8/HysXbsWGzZscMAo3RuLBRIRuS9mDtjGv35ERC5GmJzL5XKoVKp2T9SFQINcLodSqYS3tzeUSiVkMpmYKSAECywvU+c6fvw4YmNjrba/8/HxgUqlAgAMGjQIRqMRNTU19h4iERERuSFmDhARuaj7KVjIjADX0dKWgqqqKgQEBEAikaCoqAgmkwn+/v52HiEREZHrcuUOUJ2NwQEiIhdmrWCh0JudgQDXU19fj5MnT+L5558Xr9u7dy8AYNy4cTh8+DD27t0LqVQKhUKBhQsX8vtIREREHUJiZuiEiMhtCEGApoEAIiIiIgJ+859n7XKcXZv72uU4HYmZA0REboTBACIiIiJqDwYHiIiIiIiIyCOwW4Ft7FZARERERERE5OGYOUBERC5h/vz5UKlUYmvFNWvWNLrdbDZjy5YtOH78OJRKJebNm4e4uDgHjZaIiIjItTA4QERELuP1119Hly5drN52/PhxlJWVYcOGDbhw4QLee+89vPXWW3YeIRERETkzs9nk6CE4LW4rICIit3D06FGMGDECEokEvXr1wp07d1BZWenoYRERERG5BGYOEBGRy3jzzTcBAGPHjkVmZmaj27RaLYKDg8XLGo0GWq0WQUFBdh0jEREROS8WJLSNwQEiInIJq1evhlqtRnV1Nd544w2Eh4cjISFBvN1sbv7Hnm0diYiIiNqG2wqIiMglqNVqAEBAQABSU1NRVFTU6HaNRoOKigrx8q1bt5g1QERERI2YTWa7fLkiBgeIiMjp6XQ61NXVif8/efIkunfv3ug+KSkpOHjwIMxmM86fPw8fHx8GB4iIiIjaiNsKiIjI6VVXV+Odd94BABiNRgwfPhzJycnYu3cvAGDcuHEYOHAg8vPz8cILL0ChUGDevHmOHDIRERE5IRO7FdgkMVvbpElERERERETkZsbPKrDLcfZ8lGyX43QkZg4QERERERGRR3DVegD2wJoDRERERERERB6OmQNERERERETkEcwm1hywhZkDRERERERERB6OmQNERERERETkEVhzwDZmDhARERERERF5OGYOEBERERERkUcwm1lzwBZmDhARERERERF5OAYHiIiIiIiIiDwctxUQERERERGRRzCxIKFNzBwgIiIiIiIi8nDMHCAiIiIiIiKPYDaxIKEtzBwgIiIiIiIi8nDMHCAiIiIiIiKPYGbNAZuYOUBERERERETk4Zg5QERERERERB7BbGbNAVuYOUBERERERETk4Zg5QERERERERB6BNQdsY3CAiIiIiIiIyIn89NNP+N///V/cuHEDb731Fnr06GH1fgUFBdiyZQtMJhPGjBmDrKwsAEB5eTnWr1+P2tpaxMbGYsGCBZDJWp7+c1sBEREREREReQSzyWSXrwcVFRWFJUuWoG/fvjbvYzKZ8P777+OVV15BdnY2Dh06hOvXrwMAPvnkEzz66KPYsGEDfH19sX///laPyeAAERERERERkROJjIxEeHh4i/cpKipCWFgYQkNDIZPJMHToUOTl5cFsNuPMmTN46KGHAACjRo1CXl5eq8fktgIiIiIiIiLyCD/sGmmX49TV1WHlypXi5czMTGRmZnboMbRaLTQajXhZo9HgwoULuH37Nnx8fCCVSgEAarUaWq221edjcICIiIiIiIioA3l7e2PNmjUt3mf16tWoqqpqdv3UqVORmpra6jHM5ubFFSUSSdsH2QSDA0RERERERER2tnz58gd6vEajwa1bt8TLt27dQlBQEPz9/XH37l0YjUZIpVJotVqo1epWn481B4iIiIiIiIhcTI8ePVBaWory8nIYDAb8+OOPSElJgUQiQb9+/XD48GEAQG5uLlJSUlp9PonZWi4CERERERERETnEkSNH8MEHH6Cmpga+vr6IiYnBn/70J2i1WmzevBnLli0DAOTn5+Ojjz6CyWTC6NGj8cQTTwAAbt682ayVoVwub/GYDA4QEREREREReThuKyAiIiIiIiLycAwOEBEREREREXk4BgeIiIiIiIiIPByDA0REREREREQejsEBIiIiIiIiIg/H4AARERERERGRh2NwgIiIiIiIiMjD/T+KnE/5moa/SAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14586a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "V = defaultdict(float)\n",
    "for state, action_values in Q.items():\n",
    "    action_value = np.max(action_values)\n",
    "    V[state] = action_value\n",
    "plot_value_function(V, title=\"Optimal Value Function\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
